Humaneness intense bucket LoRAs

Standard vs manual prompts: matched LoRA / CFG comparison

The original grid used generic GENERAL/SCRIPT directions at CFG1. It did not systematically use target-specific manual winners. The new study freezes the actual rank-4 manual wording, preserves every literal word, seed, reference, adapter and frame budget, then independently varies CFG and adapter strength. The previous recordings and conclusions remain below.

Ranking:100% requested EARS emotion/style head, standardized using frozen training statistics; low-pole targets reverse the sign. Formal/casual contrasts average the desired head and negative opposite head. CE and genuineness are diagnostics. Higher target z means stronger desired delivery, not a human rating. More CFG is not automatically better.

Selection:20 original-text outcomes per configuration select wording, CFG and scale. Fifty additional unseen-text reference pairs test the frozen choices. A recommended adapter must improve against both the same-CFG no-adapter control and the best manual-only setting. Quality gates: per-take WER≤15%, mean WER≤10%, valid/terminated fraction≥90%, paired identity change≥−0.05 over50pairs. Failed outcomes stay visible. Language-cluster bootstrap intervals use only five fixed reference voices; findings across72targets remain exploratory.

Five languages: EN/DE/FR/NL/ES; original seeds1701/1702; reference187frames/14.96seconds. CFG1/1.25/1.5/2/2.5/3/4/5 × bucket strength0/0.5/0.75/1. CFG4/5 are stress conditions, not presumed improvements. No-reference use of these bucket recommendations has not been validated.

Taxonomy:S_MONO means Monologue, S_TECH means Teacher/Didactic, VOLT means Volatility. The two corrected style recipes and17dimension/contrast recipes are new searches, not historical manual winners.53other targets reuse directly applicable manual recipes.

Best tested agent route: Use manual-only configuration; no clear qualifying incremental adapter gain. Bucket scale 0.0, CFG 4.0.

Held-out condition	n	Target z↑	Raw head	CE↑	Genuine↑	Voice↑	WER↓	Valid	QA
standard	50	-0.366	0.019	6.250	4.395	0.578	0.013	1.000	pass
manual	50	-0.328	0.039	5.977	4.381	0.600	0.025	0.980	pass
adapter	50	-0.338	0.034	5.887	4.318	0.598	0.026	1.000	pass
matched_no_adapter	50	-0.327	0.040	5.863	4.288	0.558	0.028	1.000	pass

Incremental adapter gain versus same-CFG control: -0.010 z;95% cluster interval [-0.02437500376779208, 0.004101565001494032]. Versus best manual-only: -0.009 z. Manual-only versus standard: 0.038 z.

All32development CFG × strength cells

Scale	CFG	Target z	CE	Genuine	WER	Provisional QA
0.0	1.0	-0.367	6.092	4.470	0.011	True
0.5	1.0	-0.366	6.153	4.501	0.000	True
0.75	1.0	-0.362	6.151	4.463	0.003	True
1.0	1.0	-0.358	6.162	4.469	0.011	True
0.0	1.25	-0.368	6.165	4.505	0.003	True
0.5	1.25	-0.370	6.137	4.529	0.003	True
0.75	1.25	-0.373	6.134	4.516	0.000	True
1.0	1.25	-0.363	6.136	4.495	0.008	True
0.0	1.5	-0.366	6.127	4.481	0.005	True
0.5	1.5	-0.369	6.105	4.542	0.000	True
0.75	1.5	-0.370	6.123	4.473	0.003	True
1.0	1.5	-0.352	6.121	4.554	0.000	True
0.0	2.0	-0.354	6.108	4.560	0.014	True
0.5	2.0	-0.356	6.100	4.557	0.006	True
0.75	2.0	-0.360	6.039	4.526	0.000	True
1.0	2.0	-0.363	6.076	4.604	0.000	True
0.0	2.5	-0.365	6.047	4.597	0.006	True
0.5	2.5	-0.360	6.066	4.576	0.005	True
0.75	2.5	-0.360	6.104	4.608	0.006	True
1.0	2.5	-0.352	6.050	4.598	0.003	True
0.0	3.0	-0.355	5.926	4.580	0.016	True
0.5	3.0	-0.350	6.011	4.573	0.003	True
0.75	3.0	-0.347	6.051	4.622	0.003	True
1.0	3.0	-0.349	5.980	4.576	0.005	True
0.0	4.0	-0.350	5.886	4.552	0.012	True
0.5	4.0	-0.348	5.861	4.504	0.008	True
0.75	4.0	-0.346	5.871	4.441	0.000	True
1.0	4.0	-0.346	5.914	4.499	0.009	True
0.0	5.0	-0.343	5.782	4.411	0.011	False
0.5	5.0	-0.339	5.764	4.440	0.005	False
0.75	5.0	-0.337	5.834	4.466	0.009	True
1.0	5.0	-0.343	5.727	4.462	0.025	True

Selected English acting directions and their provenance

direct_manual_recipe

{
  "id": "manual-48b6c1c43c18",
  "general": "Treat the vocal tract as constricted; the shame manifests as a physical tightening around the mouth and throat.",
  "inline": [
    "Begin with a constricted resonance, as if the vocal cords are physically strained before speaking.",
    "Maintain a very tight, pressurized quality throughout, preventing any natural vocal release or expansion.",
    "Conclude with a sudden, sharp intake of breath that punctuates the silence immediately after the final utterance."
  ],
  "cfg": 3,
  "recipe": "P05",
  "strategy": "local-Gemma-mutation",
  "timing_syntax": "canonical",
  "canonical_labels": true,
  "neutral_event": "keep",
  "parent": "cfg-3",
  "origin": "exact_frozen_manual_recipe"
}

Exact machine-readable comparison · Agent tool recommendations

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	20	0.356 ± 0.016	6.191 ± 0.127	4.377 ± 0.231	0.33% ± 1.49
Rank32 × 0.5	20	0.359 ± 0.014	6.183 ± 0.167	4.329 ± 0.220	0.00% ± 0.00
Rank32 × 0.75	20	0.357 ± 0.014	6.207 ± 0.123	4.362 ± 0.211	0.53% ± 2.35
Rank32 × 1.0	20	0.356 ± 0.015	6.168 ± 0.146	4.388 ± 0.188	0.28% ± 1.24

English

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.345 ± 0.011	6.275 ± 0.129	4.208 ± 0.303	0.00% ± 0.00
Rank32 × 0.5	4	0.346 ± 0.013	6.285 ± 0.122	4.150 ± 0.331	0.00% ± 0.00
Rank32 × 0.75	4	0.345 ± 0.008	6.289 ± 0.142	4.313 ± 0.360	0.00% ± 0.00
Rank32 × 1.0	4	0.340 ± 0.006	6.320 ± 0.076	4.242 ± 0.153	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 The door is still open. I put your coat on the chair. Tell me when you are ready. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] The door is still open. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] I put your coat on the chair. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Tell me when you are ready.	Target 0.359 · CE 6.22 · Genuine 3.93 · WER 0.0%	Target 0.358 · CE 6.16 · Genuine 4.04 · WER 0.0%	Target 0.348 · CE 6.25 · Genuine 4.11 · WER 0.0%	Target 0.347 · CE 6.28 · Genuine 4.05 · WER 0.0%
Seed 1702 The door is still open. I put your coat on the chair. Tell me when you are ready. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] The door is still open. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] I put your coat on the chair. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Tell me when you are ready.	Target 0.349 · CE 6.12 · Genuine 4.04 · WER 0.0%	Target 0.352 · CE 6.21 · Genuine 3.74 · WER 0.0%	Target 0.355 · CE 6.11 · Genuine 3.93 · WER 0.0%	Target 0.344 · CE 6.35 · Genuine 4.20 · WER 0.0%
Seed 1701 I found the little box. It was beside the old window. We can look inside together. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] I found the little box. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] It was beside the old window. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We can look inside together.	Target 0.339 · CE 6.36 · Genuine 4.24 · WER 0.0%	Target 0.329 · CE 6.41 · Genuine 4.48 · WER 0.0%	Target 0.340 · CE 6.35 · Genuine 4.72 · WER 0.0%	Target 0.335 · CE 6.41 · Genuine 4.32 · WER 0.0%
Seed 1702 I found the little box. It was beside the old window. We can look inside together. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] I found the little box. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] It was beside the old window. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We can look inside together.	Target 0.334 · CE 6.40 · Genuine 4.62 · WER 0.0%	Target 0.344 · CE 6.36 · Genuine 4.34 · WER 0.0%	Target 0.337 · CE 6.44 · Genuine 4.49 · WER 0.0%	Target 0.334 · CE 6.24 · Genuine 4.40 · WER 0.0%

German

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.363 ± 0.006	6.267 ± 0.096	4.405 ± 0.179	0.00% ± 0.00
Rank32 × 0.5	4	0.371 ± 0.015	6.344 ± 0.149	4.407 ± 0.163	0.00% ± 0.00
Rank32 × 0.75	4	0.369 ± 0.017	6.307 ± 0.092	4.369 ± 0.213	0.00% ± 0.00
Rank32 × 1.0	4	0.372 ± 0.011	6.283 ± 0.121	4.405 ± 0.125	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 Die Tür ist noch offen. Ich habe deinen Mantel auf den Stuhl gelegt. Sag mir, wenn du bereit bist. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Die Tür ist noch offen. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ich habe deinen Mantel auf den Stuhl gelegt. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Sag mir, wenn du bereit bist.	Target 0.360 · CE 6.20 · Genuine 4.41 · WER 0.0%	Target 0.382 · CE 6.32 · Genuine 4.58 · WER 0.0%	Target 0.385 · CE 6.24 · Genuine 4.65 · WER 0.0%	Target 0.380 · CE 6.17 · Genuine 4.43 · WER 0.0%
Seed 1702 Die Tür ist noch offen. Ich habe deinen Mantel auf den Stuhl gelegt. Sag mir, wenn du bereit bist. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Die Tür ist noch offen. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ich habe deinen Mantel auf den Stuhl gelegt. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Sag mir, wenn du bereit bist.	Target 0.371 · CE 6.17 · Genuine 4.66 · WER 0.0%	Target 0.386 · CE 6.14 · Genuine 4.22 · WER 0.0%	Target 0.383 · CE 6.22 · Genuine 4.41 · WER 0.0%	Target 0.383 · CE 6.19 · Genuine 4.57 · WER 0.0%
Seed 1701 Ich habe die kleine Schachtel gefunden. Sie stand neben dem alten Fenster. Wir können gemeinsam hineinschauen. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ich habe die kleine Schachtel gefunden. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Sie stand neben dem alten Fenster. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.363 · CE 6.37 · Genuine 4.29 · WER 0.0%	Target 0.363 · CE 6.44 · Genuine 4.49 · WER 0.0%	Target 0.356 · CE 6.41 · Genuine 4.14 · WER 0.0%	Target 0.366 · CE 6.42 · Genuine 4.33 · WER 0.0%
Seed 1702 Ich habe die kleine Schachtel gefunden. Sie stand neben dem alten Fenster. Wir können gemeinsam hineinschauen. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ich habe die kleine Schachtel gefunden. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Sie stand neben dem alten Fenster. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.357 · CE 6.32 · Genuine 4.27 · WER 0.0%	Target 0.353 · CE 6.48 · Genuine 4.33 · WER 0.0%	Target 0.354 · CE 6.36 · Genuine 4.28 · WER 0.0%	Target 0.360 · CE 6.35 · Genuine 4.29 · WER 0.0%

French

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.343 ± 0.010	6.187 ± 0.110	4.492 ± 0.151	0.00% ± 0.00
Rank32 × 0.5	4	0.359 ± 0.004	6.070 ± 0.120	4.441 ± 0.121	0.00% ± 0.00
Rank32 × 0.75	4	0.355 ± 0.002	6.152 ± 0.094	4.443 ± 0.118	2.63% ± 5.26
Rank32 × 1.0	4	0.353 ± 0.010	6.096 ± 0.042	4.402 ± 0.126	1.39% ± 2.78

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 La porte est encore ouverte. J’ai posé ton manteau sur la chaise. Dis-moi quand tu es prêt. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La porte est encore ouverte. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] J’ai posé ton manteau sur la chaise. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dis-moi quand tu es prêt.	Target 0.327 · CE 6.21 · Genuine 4.63 · WER 0.0%	Target 0.361 · CE 6.09 · Genuine 4.38 · WER 0.0%	Target 0.355 · CE 6.08 · Genuine 4.48 · WER 0.0%	Target 0.338 · CE 6.05 · Genuine 4.53 · WER 5.6%
Seed 1702 La porte est encore ouverte. J’ai posé ton manteau sur la chaise. Dis-moi quand tu es prêt. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La porte est encore ouverte. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] J’ai posé ton manteau sur la chaise. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dis-moi quand tu es prêt.	Target 0.347 · CE 6.08 · Genuine 4.46 · WER 0.0%	Target 0.361 · CE 6.22 · Genuine 4.36 · WER 0.0%	Target 0.355 · CE 6.06 · Genuine 4.31 · WER 0.0%	Target 0.359 · CE 6.12 · Genuine 4.24 · WER 0.0%
Seed 1701 J’ai trouvé la petite boîte. Elle était près de la vieille fenêtre. Nous pouvons regarder ensemble ce qu’elle contient. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] J’ai trouvé la petite boîte. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Elle était près de la vieille fenêtre. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Nous pouvons regarder ensemble ce qu’elle contient.	Target 0.347 · CE 6.33 · Genuine 4.58 · WER 0.0%	Target 0.362 · CE 5.94 · Genuine 4.62 · WER 0.0%	Target 0.358 · CE 6.23 · Genuine 4.58 · WER 0.0%	Target 0.356 · CE 6.08 · Genuine 4.46 · WER 0.0%
Seed 1702 J’ai trouvé la petite boîte. Elle était près de la vieille fenêtre. Nous pouvons regarder ensemble ce qu’elle contient. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] J’ai trouvé la petite boîte. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Elle était près de la vieille fenêtre. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Nous pouvons regarder ensemble ce qu’elle contient.	Target 0.350 · CE 6.13 · Genuine 4.29 · WER 0.0%	Target 0.354 · CE 6.03 · Genuine 4.41 · WER 0.0%	Target 0.352 · CE 6.24 · Genuine 4.40 · WER 10.5%	Target 0.359 · CE 6.14 · Genuine 4.38 · WER 0.0%

Dutch

No accepted bucket-training example in this language: transfer evaluation only.

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.374 ± 0.013	6.128 ± 0.046	4.322 ± 0.142	0.00% ± 0.00
Rank32 × 0.5	4	0.368 ± 0.009	6.124 ± 0.117	4.305 ± 0.058	0.00% ± 0.00
Rank32 × 0.75	4	0.369 ± 0.007	6.164 ± 0.054	4.324 ± 0.082	0.00% ± 0.00
Rank32 × 1.0	4	0.364 ± 0.016	6.086 ± 0.150	4.313 ± 0.073	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 De deur staat nog open. Ik heb je jas op de stoel gelegd. Zeg maar wanneer je klaar bent. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] De deur staat nog open. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ik heb je jas op de stoel gelegd. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Zeg maar wanneer je klaar bent.	Target 0.367 · CE 6.13 · Genuine 4.34 · WER 0.0%	Target 0.380 · CE 6.21 · Genuine 4.36 · WER 0.0%	Target 0.369 · CE 6.21 · Genuine 4.33 · WER 0.0%	Target 0.373 · CE 6.11 · Genuine 4.37 · WER 0.0%
Seed 1702 De deur staat nog open. Ik heb je jas op de stoel gelegd. Zeg maar wanneer je klaar bent. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] De deur staat nog open. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Ik heb je jas op de stoel gelegd. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Zeg maar wanneer je klaar bent.	Target 0.374 · CE 6.19 · Genuine 4.33 · WER 0.0%	Target 0.364 · CE 6.18 · Genuine 4.23 · WER 0.0%	Target 0.374 · CE 6.17 · Genuine 4.24 · WER 0.0%	Target 0.374 · CE 6.14 · Genuine 4.24 · WER 0.0%
Seed 1701 Ik heb het kleine doosje gevonden. Het stond naast het oude raam. We kunnen er samen in kijken. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ik heb het kleine doosje gevonden. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Het stond naast het oude raam. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We kunnen er samen in kijken.	Target 0.393 · CE 6.09 · Genuine 4.14 · WER 0.0%	Target 0.368 · CE 5.95 · Genuine 4.29 · WER 0.0%	Target 0.374 · CE 6.20 · Genuine 4.29 · WER 0.0%	Target 0.367 · CE 6.22 · Genuine 4.26 · WER 0.0%
Seed 1702 Ik heb het kleine doosje gevonden. Het stond naast het oude raam. We kunnen er samen in kijken. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Ik heb het kleine doosje gevonden. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Het stond naast het oude raam. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] We kunnen er samen in kijken.	Target 0.363 · CE 6.10 · Genuine 4.48 · WER 0.0%	Target 0.360 · CE 6.16 · Genuine 4.34 · WER 0.0%	Target 0.359 · CE 6.09 · Genuine 4.43 · WER 0.0%	Target 0.341 · CE 5.87 · Genuine 4.38 · WER 0.0%

Spanish

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.352 ± 0.014	6.096 ± 0.166	4.459 ± 0.318	1.67% ± 3.33
Rank32 × 0.5	4	0.350 ± 0.013	6.090 ± 0.171	4.341 ± 0.288	0.00% ± 0.00
Rank32 × 0.75	4	0.348 ± 0.008	6.124 ± 0.128	4.363 ± 0.270	0.00% ± 0.00
Rank32 × 1.0	4	0.349 ± 0.010	6.056 ± 0.094	4.576 ± 0.281	0.00% ± 0.00

Prompt / seed	Merged base · no new LoRA	Rank32 × 0.5	Rank32 × 0.75	Rank32 × 1.0
Seed 1701 La puerta sigue abierta. He dejado tu abrigo sobre la silla. Dime cuándo estás listo. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] He dejado tu abrigo sobre la silla. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.357 · CE 6.14 · Genuine 4.19 · WER 0.0%	Target 0.363 · CE 5.93 · Genuine 4.04 · WER 0.0%	Target 0.357 · CE 6.22 · Genuine 4.17 · WER 0.0%	Target 0.362 · CE 5.98 · Genuine 4.24 · WER 0.0%
Seed 1702 La puerta sigue abierta. He dejado tu abrigo sobre la silla. Dime cuándo estás listo. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] He dejado tu abrigo sobre la silla. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.369 · CE 5.87 · Genuine 4.17 · WER 6.7%	Target 0.359 · CE 5.96 · Genuine 4.17 · WER 0.0%	Target 0.352 · CE 6.18 · Genuine 4.09 · WER 0.0%	Target 0.352 · CE 6.00 · Genuine 4.46 · WER 0.0%
Seed 1701 He encontrado la cajita. Estaba junto a la ventana vieja. Podemos mirar juntos lo que hay dentro. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Estaba junto a la ventana vieja. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Podemos mirar juntos lo que hay dentro.	Target 0.337 · CE 6.27 · Genuine 4.76 · WER 0.0%	Target 0.335 · CE 6.25 · Genuine 4.67 · WER 0.0%	Target 0.340 · CE 6.16 · Genuine 4.61 · WER 0.0%	Target 0.341 · CE 6.05 · Genuine 4.73 · WER 0.0%
Seed 1702 He encontrado la cajita. Estaba junto a la ventana vieja. Podemos mirar juntos lo que hay dentro. Exact GENERAL / SCRIPT prompt GENERAL: One adult speaker in a clean recording. Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.8 seconds duration] Estaba junto a la ventana vieja. (Intense Shame. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Podemos mirar juntos lo que hay dentro.	Target 0.347 · CE 6.10 · Genuine 4.71 · WER 0.0%	Target 0.342 · CE 6.22 · Genuine 4.48 · WER 0.0%	Target 0.343 · CE 5.94 · Genuine 4.58 · WER 0.0%	Target 0.342 · CE 6.19 · Genuine 4.87 · WER 0.0%

Intense Shame · rank32 comparison

Humaneness Voice Large 1.5 and 1.6 Alpha — model and manual navigation

Standard vs manual prompts: matched LoRA / CFG comparison

What is compared?

English

German

French

Dutch

Spanish