Humaneness Voice Large Prompting Manuals


g0-p01	full-v2-gen0	concise trained baseline	1	6.394	4.412	0.48%	0.880	0.880	0.780	pass
g0-p02	full-v2-gen0	audible mechanics	1.25	6.394	4.454	0.34%	0.873	0.873	0.779	pass
g0-p03	full-v2-gen0	situation and intention	1.5	6.386	4.405	0.41%	0.866	0.866	0.773	pass
g0-p04	full-v2-gen0	organic conversation	2	6.388	4.435	0.54%	0.877	0.877	0.779	pass
g0-p05	full-v2-gen0	attack, sustain and release	2.5	6.404	4.435	0.34%	0.869	0.869	0.776	pass
g0-p06	full-v2-gen0	containment contrast	3	6.406	4.452	0.37%	0.871	0.871	0.778	pass
g0-p07	full-v2-gen0	reacting to an unheard partner	1.5	6.386	4.414	0.37%	0.886	0.886	0.783	pass
g0-p08	full-v2-gen0	GENERAL-only delivery cues	2	6.374	4.392	0.36%	0.882	0.882	0.780	pass
g0-p09	full-v2-gen0	inline-only delivery cues	2.5	6.390	4.429	0.41%	0.891	0.891	0.787	pass

g0-p09 · CFG 2.5

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p09 at CFG 2.5; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.230	0.891

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.891	6.390	4.429	0.41%	0.787	100.00%	-0.004

Prompting strategy: inline-only delivery cues.

Reusable direction recipe

Stored GENERAL content — NOT forwarded in inline-onlyP09

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Let the local direction carry the intended delivery beside each sentence.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Let the local direction carry the intended delivery beside each sentence.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Let the local direction carry the intended delivery beside each sentence.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Let the local direction carry the intended delivery beside each sentence.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Let the local direction carry the intended delivery beside each sentence.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Let the local direction carry the intended delivery beside each sentence.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Let the local direction carry the intended delivery beside each sentence.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.893	6.367	4.403	0.35%	0.603
none	50	0.889	6.413	4.455	0.47%	n/a

g0-p07 · CFG 1.5

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p07 at CFG 1.5; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.241	0.886

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.886	6.386	4.414	0.37%	0.783	100.00%	-0.013

Prompting strategy: reacting to an unheard partner.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. React to a silent partner standing beside you; generate only one adult voice.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. React to a silent partner standing beside you; generate only one adult voice.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. React to a silent partner standing beside you; generate only one adult voice.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. React to a silent partner standing beside you; generate only one adult voice.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. React to a silent partner standing beside you; generate only one adult voice.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. React to a silent partner standing beside you; generate only one adult voice.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. React to a silent partner standing beside you; generate only one adult voice.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. React to a silent partner standing beside you; generate only one adult voice.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.883	6.353	4.350	0.54%	0.594
none	50	0.888	6.419	4.478	0.19%	n/a

g0-p08 · CFG 2

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p08 at CFG 2; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.253	0.882

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.882	6.374	4.392	0.36%	0.780	100.00%	-0.009

Prompting strategy: GENERAL-only delivery cues.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Carry the full intended delivery through the global direction.

Three local directions — NOT forwarded in GENERAL-onlyP08; neutral speech cues remain

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Carry the full intended delivery through the global direction.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Carry the full intended delivery through the global direction.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Carry the full intended delivery through the global direction.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Carry the full intended delivery through the global direction.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.884	6.365	4.351	0.54%	0.598
none	50	0.880	6.383	4.432	0.19%	n/a

g0-p01 · CFG 1

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p01 at CFG 1; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.230	0.880

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.880	6.394	4.412	0.48%	0.780	100.00%	0.000

Prompting strategy: concise trained baseline.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Make the intended feeling unmistakably audible while preserving every word.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Make the intended feeling unmistakably audible while preserving every word.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Make the intended feeling unmistakably audible while preserving every word.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Make the intended feeling unmistakably audible while preserving every word.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Make the intended feeling unmistakably audible while preserving every word.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Make the intended feeling unmistakably audible while preserving every word.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Make the intended feeling unmistakably audible while preserving every word.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Make the intended feeling unmistakably audible while preserving every word.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.868	6.380	4.378	0.27%	0.607
none	50	0.892	6.409	4.447	0.69%	n/a

g0-p04 · CFG 2

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p04 at CFG 2; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.219	0.877

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.877	6.388	4.435	0.54%	0.779	100.00%	0.007

Prompting strategy: organic conversation.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Think while speaking, with organic micro pauses and spontaneous emphasis, not a polished reading.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.873	6.372	4.393	0.13%	0.614
none	50	0.882	6.405	4.476	0.95%	n/a

g0-p02 · CFG 1.25

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p02 at CFG 1.25; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.247	0.873

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.873	6.394	4.454	0.34%	0.779	100.00%	-0.008

Prompting strategy: audible mechanics.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Use physical breath pressure, pitch motion, consonant attack and release rather than naming the feeling.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.859	6.386	4.416	0.14%	0.599
none	50	0.886	6.402	4.492	0.53%	n/a

g0-p06 · CFG 3

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p06 at CFG 3; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.230	0.871

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.871	6.406	4.452	0.37%	0.778	100.00%	0.028

Prompting strategy: containment contrast.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Begin with the feeling held back, then let it leak through and become unmistakable.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Begin with the feeling held back, then let it leak through and become unmistakable.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Begin with the feeling held back, then let it leak through and become unmistakable.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.879	6.395	4.407	0.27%	0.635
none	50	0.864	6.416	4.496	0.47%	n/a

g0-p05 · CFG 2.5

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p05 at CFG 2.5; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.226	0.869

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.869	6.404	4.435	0.34%	0.776	100.00%	0.024

Prompting strategy: attack, sustain and release.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Build an audible attack, sustain the intended quality, then release it without losing the final words.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Build an audible attack, sustain the intended quality, then release it without losing the final words.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Build an audible attack, sustain the intended quality, then release it without losing the final words.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Build an audible attack, sustain the intended quality, then release it without losing the final words.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Build an audible attack, sustain the intended quality, then release it without losing the final words.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. Build an audible attack, sustain the intended quality, then release it without losing the final words.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.855	6.390	4.377	0.13%	0.631
none	50	0.882	6.417	4.493	0.54%	n/a

g0-p03 · CFG 1.5

full-v2-gen0CANONICAL

Current ranking: EARS Steering v2

Emotion/style only. Content Enjoyment: 0%. Genuineness: 0%. These remain visible diagnostics, not reward terms. WER and speaker identity are separate qualification gates, not terms in this score.

Observed head means below refer to g0-p03 at CFG 1.5; every recipe also shows its own values below. These are recipe means, not one hand-picked audio.


Doubt `emo_Doubt`	100.00%	high	0.314	0.483	1.216	0.866

z = (raw_EARS_head − frozen_training_mean) / frozen_training_std
high target = Φ(z); low target = 1 − Φ(z)
Steering v2 = Σ(weight × normalized_target)

Portable CPU scoring function · Exact machine-readable weights and normalizations

Φ is a Gaussian CDF using the frozen EARS training statistics. This makes mixed emotion/style heads comparable; it is not an emotion probability. It compresses extreme scores, so raw means remain visible too. A pure-emotion condition has only its named emotion head, at 100%. A mixed anger/ranting scene uses 50% Anger + 50% Ranting. Each recipe score is the mean over all its takes, including failed takes.

Unchanged gates: ≥90% valid terminated takes; per-take WER ≤15% to count as valid; candidate mean WER ≤10%; paired reference cosine decline no worse than −0.05. Existing family-aware burst conditions still need all requested families detected in ≥60% of takes to qualify as reliable burst recipes. A high emotion/style score alone does not establish a successful scream or a correctly timed transition.

Historical quality-fitness diagnostic — not the current steering ranking

Exact score for this condition

This is the prompt-search fitness, not the training RL reward. Higher means better under this particular proxy combination, not automatically more natural or more enjoyable to a listener.

50% target emotion/style, 25% content enjoyment, 25% genuineness. The target is emo_Doubt. VoiceCLAP and absolute speaker cosine are diagnostics here, not extra weighted rewards.

fitness = (0.50 × target_CDF + 0.25 × clip(CE/10) + 0.25 × clip(genuineness/6)) × (1 − min(1, WER))

Fixed target normalization: z = (raw score − 0.314) / 0.483; target_CDF = Φ(z). This is a percentile-like training-distribution transform, not an emotion probability. CE and genuineness are clipped to [0, 1] after division. For burst tasks, the same target transform is used for the two arc endpoints; blend has its own frozen normalization.

WER example: WER 5% multiplies the score by 0.95; WER 20% by 0.80; WER ≥ 100% by zero. Reported raw WER remains uncapped. The displayed fitness is the mean of per-take products, not the product of the displayed means.

Separate qualification gates: at least 90% valid, terminated takes; per-take WER ≤ 15% to count as valid; candidate mean WER ≤ 10%; paired reference cosine must not fall by more than 0.05 over all 50 reference comparisons. Corrected burst conditions additionally need every requested family detected in at least 60% of takes. Passing a gate is not a weighted score bonus.

Passing study gates. N=100 across both languages, both reference arms and all five seeds. Full-coverage steering-v2 evolution; transfer, fixed-wording CFG and sealed splits remain distinct.


0.866	6.386	4.405	0.41%	0.773	100.00%	0.017

Prompting strategy: situation and intention.

Reusable direction recipe

Stored GENERAL content

Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. You urgently need one unheard listener to understand this; speak to that person, not to an audience.

Three local directions

1. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. You urgently need one unheard listener to understand this; speak to that person, not to an audience.
2. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. You urgently need one unheard listener to understand this; speak to that person, not to an audience.
3. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. You urgently need one unheard listener to understand this; speak to that person, not to an audience.

Exact tested prompt — fixed EN example, seed1701, no reference

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. You urgently need one unheard listener to understand this; speak to that person, not to an audience.
SCRIPT:
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Establish it from the first phrase. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Sustain it through the thought. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Unconvinced and questioning; tentative emphasis and unfinished certainty rather than a confident assertion. Keep it audible in the final sentence. You urgently need one unheard listener to understand this; speak to that person, not to an audience.) [3.5 seconds duration] Stay with me until I can say this properly.

Literal words in the separate text field:

I thought you would be here before the lights went out. Wait... I need a moment to understand what just happened. Stay with me until I can say this properly.

Exact neutral CFG branch

GENERAL: One adult speaker, clean high-quality recording, no music or sound effects.
SCRIPT:
(Natural clear speech.) [4.2 seconds duration] I thought you would be here before the lights went out.
(Natural clear speech.) [3.8 seconds duration] Wait... I need a moment to understand what just happened.
(Natural clear speech.) [3.5 seconds duration] Stay with me until I can say this properly.

Reference versus no-reference breakdown


reference	50	0.869	6.370	4.384	0.40%	0.624
none	50	0.862	6.402	4.426	0.41%	n/a

Doubt · pure emotion · Humaneness Voice Large 1.5 Alpha

Current ranking: EARS Steering v2

Exact score for this condition

Start here: best observed recipe, not a universal optimum

How the strategies compare

Listen to complete take distributions

English fixed reference ·12seconds

German fixed reference ·12seconds

Recipe details and exact prompt contracts

g0-p09 · CFG 2.5

Current ranking: EARS Steering v2

Exact score for this condition

g0-p07 · CFG 1.5

Current ranking: EARS Steering v2

Exact score for this condition

g0-p08 · CFG 2

Current ranking: EARS Steering v2

Exact score for this condition

g0-p01 · CFG 1

Current ranking: EARS Steering v2

Exact score for this condition

g0-p04 · CFG 2

Current ranking: EARS Steering v2

Exact score for this condition

g0-p02 · CFG 1.25

Current ranking: EARS Steering v2

Exact score for this condition

g0-p06 · CFG 3

Current ranking: EARS Steering v2

Exact score for this condition

g0-p05 · CFG 2.5

Current ranking: EARS Steering v2

Exact score for this condition

g0-p03 · CFG 1.5

Current ranking: EARS Steering v2

Exact score for this condition