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	-0.546	0.019	6.277	4.345	0.572	0.007	1.000	pass
manual	50	-0.452	0.061	6.051	4.673	0.618	0.020	0.980	pass
adapter	50	-0.494	0.042	6.097	4.602	0.634	0.020	1.000	pass
matched_no_adapter	50	-0.466	0.054	6.085	4.617	0.637	0.033	0.960	pass

Incremental adapter gain versus same-CFG control: -0.028 z;95% cluster interval [-0.07065430162096883, 0.003574216015757249]. Versus best manual-only: -0.042 z. Manual-only versus standard: 0.094 z.

All32development CFG × strength cells

Scale	CFG	Target z	CE	Genuine	WER	Provisional QA
0.0	1.0	-0.507	6.127	4.520	0.006	True
0.5	1.0	-0.519	6.150	4.530	0.000	True
0.75	1.0	-0.492	6.136	4.499	0.003	True
1.0	1.0	-0.512	6.127	4.536	0.000	True
0.0	1.25	-0.524	6.124	4.545	0.008	True
0.5	1.25	-0.523	6.114	4.478	0.015	True
0.75	1.25	-0.523	6.122	4.481	0.014	True
1.0	1.25	-0.519	6.156	4.499	0.000	True
0.0	1.5	-0.524	6.096	4.545	0.000	True
0.5	1.5	-0.528	6.125	4.554	0.003	True
0.75	1.5	-0.510	6.097	4.544	0.003	True
1.0	1.5	-0.515	6.145	4.572	0.005	True
0.0	2.0	-0.520	6.055	4.621	0.011	True
0.5	2.0	-0.508	6.079	4.610	0.011	True
0.75	2.0	-0.513	6.014	4.621	0.014	True
1.0	2.0	-0.537	6.085	4.554	0.011	True
0.0	2.5	-0.521	6.054	4.637	0.006	True
0.5	2.5	-0.520	6.042	4.599	0.011	True
0.75	2.5	-0.514	6.038	4.607	0.012	True
1.0	2.5	-0.517	6.022	4.635	0.011	True
0.0	3.0	-0.518	5.960	4.635	0.014	True
0.5	3.0	-0.514	6.028	4.631	0.011	True
0.75	3.0	-0.496	5.969	4.631	0.012	True
1.0	3.0	-0.461	6.014	4.658	0.017	True
0.0	4.0	-0.490	5.932	4.692	0.015	True
0.5	4.0	-0.476	5.971	4.673	0.028	True
0.75	4.0	-0.493	5.975	4.678	0.062	True
1.0	4.0	-0.472	5.918	4.648	0.022	True
0.0	5.0	-0.502	5.868	4.687	0.044	True
0.5	5.0	-0.513	5.922	4.665	0.022	True
0.75	5.0	-0.503	5.896	4.697	0.014	True
1.0	5.0	-0.462	5.907	4.700	0.040	True

Selected English acting directions and their provenance

direct_manual_recipe

{
  "id": "manual-21ce2b7b89e4",
  "general": "Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Establish it from the first phrase. Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Sustain it through the thought. Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable.",
  "inline": [
    "Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Establish it from the first phrase. Begin with the feeling held back, then let it leak through and become unmistakable.",
    "Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Sustain it through the thought. Begin with the feeling held back, then let it leak through and become unmistakable.",
    "Self-conscious discomfort; a small awkward smile, hesitant timing and a voice wanting to hide. Keep it audible in the final sentence. Begin with the feeling held back, then let it leak through and become unmistakable."
  ],
  "cfg": 3,
  "recipe": "P06",
  "strategy": "initial-physical-directing",
  "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	0.304 ± 0.015	6.201 ± 0.132	4.401 ± 0.214	0.28% ± 1.24
Rank32 × 0.5	20	0.302 ± 0.018	6.189 ± 0.137	4.334 ± 0.257	0.53% ± 2.35
Rank32 × 0.75	20	0.300 ± 0.016	6.185 ± 0.129	4.331 ± 0.204	0.00% ± 0.00
Rank32 × 1.0	20	0.303 ± 0.012	6.192 ± 0.150	4.393 ± 0.205	0.00% ± 0.00

English

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.304 ± 0.016	6.303 ± 0.142	4.285 ± 0.262	0.00% ± 0.00
Rank32 × 0.5	4	0.306 ± 0.015	6.277 ± 0.129	4.106 ± 0.298	0.00% ± 0.00
Rank32 × 0.75	4	0.305 ± 0.013	6.239 ± 0.151	4.156 ± 0.313	0.00% ± 0.00
Rank32 × 1.0	4	0.302 ± 0.014	6.342 ± 0.096	4.206 ± 0.266	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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.315 · CE 6.30 · Genuine 4.38 · WER 0.0%	Target 0.325 · CE 6.25 · Genuine 4.12 · WER 0.0%	Target 0.314 · CE 6.04 · Genuine 3.72 · WER 0.0%	Target 0.315 · CE 6.28 · Genuine 3.88 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.320 · CE 6.17 · Genuine 3.92 · WER 0.0%	Target 0.310 · CE 6.16 · Genuine 3.70 · WER 0.0%	Target 0.316 · CE 6.28 · Genuine 4.13 · WER 0.0%	Target 0.309 · CE 6.25 · Genuine 4.11 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.295 · CE 6.25 · Genuine 4.31 · WER 0.0%	Target 0.294 · CE 6.46 · Genuine 4.42 · WER 0.0%	Target 0.287 · CE 6.40 · Genuine 4.36 · WER 0.0%	Target 0.300 · CE 6.38 · Genuine 4.37 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.286 · CE 6.50 · Genuine 4.53 · WER 0.0%	Target 0.294 · CE 6.25 · Genuine 4.18 · WER 0.0%	Target 0.303 · CE 6.24 · Genuine 4.41 · WER 0.0%	Target 0.283 · CE 6.46 · Genuine 4.47 · WER 0.0%

German

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.304 ± 0.025	6.305 ± 0.150	4.457 ± 0.220	0.00% ± 0.00
Rank32 × 0.5	4	0.311 ± 0.022	6.257 ± 0.179	4.432 ± 0.121	0.00% ± 0.00
Rank32 × 0.75	4	0.305 ± 0.022	6.305 ± 0.181	4.467 ± 0.179	0.00% ± 0.00
Rank32 × 1.0	4	0.307 ± 0.019	6.303 ± 0.086	4.404 ± 0.143	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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.318 · CE 6.19 · Genuine 4.66 · WER 0.0%	Target 0.329 · CE 6.10 · Genuine 4.48 · WER 0.0%	Target 0.321 · CE 6.23 · Genuine 4.49 · WER 0.0%	Target 0.327 · CE 6.18 · Genuine 4.29 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.332 · CE 6.23 · Genuine 4.51 · WER 0.0%	Target 0.327 · CE 6.10 · Genuine 4.53 · WER 0.0%	Target 0.327 · CE 6.09 · Genuine 4.65 · WER 0.0%	Target 0.319 · CE 6.31 · Genuine 4.55 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.282 · CE 6.28 · Genuine 4.14 · WER 0.0%	Target 0.283 · CE 6.40 · Genuine 4.26 · WER 0.0%	Target 0.283 · CE 6.51 · Genuine 4.22 · WER 0.0%	Target 0.292 · CE 6.38 · Genuine 4.51 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Wir können gemeinsam hineinschauen.	Target 0.286 · CE 6.52 · Genuine 4.52 · WER 0.0%	Target 0.303 · CE 6.42 · Genuine 4.46 · WER 0.0%	Target 0.290 · CE 6.39 · Genuine 4.51 · WER 0.0%	Target 0.288 · CE 6.34 · Genuine 4.27 · WER 0.0%

French

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.299 ± 0.010	6.128 ± 0.077	4.573 ± 0.115	1.39% ± 2.78
Rank32 × 0.5	4	0.291 ± 0.011	6.176 ± 0.135	4.445 ± 0.163	0.00% ± 0.00
Rank32 × 0.75	4	0.295 ± 0.010	6.116 ± 0.058	4.407 ± 0.089	0.00% ± 0.00
Rank32 × 1.0	4	0.299 ± 0.003	6.146 ± 0.096	4.515 ± 0.095	0.00% ± 0.00

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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.287 · CE 6.09 · Genuine 4.47 · WER 5.6%	Target 0.296 · CE 6.33 · Genuine 4.62 · WER 0.0%	Target 0.302 · CE 6.20 · Genuine 4.41 · WER 0.0%	Target 0.299 · CE 6.09 · Genuine 4.41 · WER 0.0%
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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.299 · CE 6.13 · Genuine 4.49 · WER 0.0%	Target 0.300 · CE 6.01 · Genuine 4.29 · WER 0.0%	Target 0.306 · CE 6.08 · Genuine 4.47 · WER 0.0%	Target 0.300 · CE 6.28 · Genuine 4.46 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.311 · CE 6.24 · Genuine 4.72 · WER 0.0%	Target 0.290 · CE 6.13 · Genuine 4.55 · WER 0.0%	Target 0.287 · CE 6.12 · Genuine 4.28 · WER 0.0%	Target 0.295 · CE 6.07 · Genuine 4.58 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.298 · CE 6.06 · Genuine 4.61 · WER 0.0%	Target 0.276 · CE 6.22 · Genuine 4.32 · WER 0.0%	Target 0.287 · CE 6.07 · Genuine 4.47 · WER 0.0%	Target 0.302 · CE 6.13 · Genuine 4.61 · 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	0.314 ± 0.012	6.166 ± 0.053	4.369 ± 0.170	0.00% ± 0.00
Rank32 × 0.5	4	0.311 ± 0.021	6.138 ± 0.087	4.374 ± 0.138	2.63% ± 5.26
Rank32 × 0.75	4	0.306 ± 0.012	6.112 ± 0.065	4.231 ± 0.051	0.00% ± 0.00
Rank32 × 1.0	4	0.310 ± 0.010	6.132 ± 0.059	4.369 ± 0.178	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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.326 · CE 6.24 · Genuine 4.41 · WER 0.0%	Target 0.342 · CE 6.04 · Genuine 4.23 · WER 10.5%	Target 0.315 · CE 6.10 · Genuine 4.19 · WER 0.0%	Target 0.323 · CE 6.14 · Genuine 4.14 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.322 · CE 6.12 · Genuine 4.53 · WER 0.0%	Target 0.303 · CE 6.11 · Genuine 4.39 · WER 0.0%	Target 0.302 · CE 6.09 · Genuine 4.31 · WER 0.0%	Target 0.309 · CE 6.05 · Genuine 4.32 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.306 · CE 6.17 · Genuine 4.41 · WER 0.0%	Target 0.303 · CE 6.16 · Genuine 4.32 · WER 0.0%	Target 0.315 · CE 6.05 · Genuine 4.21 · WER 0.0%	Target 0.299 · CE 6.17 · Genuine 4.47 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. 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 Embarrassment. 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 Embarrassment. 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 0.303 · CE 6.13 · Genuine 4.13 · WER 0.0%	Target 0.295 · CE 6.25 · Genuine 4.56 · WER 0.0%	Target 0.290 · CE 6.21 · Genuine 4.22 · WER 0.0%	Target 0.311 · CE 6.17 · Genuine 4.55 · WER 0.0%

Spanish

Fixed speaker reference:

Condition	n	Target score ↑	Content Enjoyment ↑	Genuineness ↑	WER ↓
Merged base, no bucket adapter	4	0.297 ± 0.010	6.102 ± 0.097	4.322 ± 0.245	0.00% ± 0.00
Rank32 × 0.5	4	0.294 ± 0.016	6.096 ± 0.116	4.313 ± 0.409	0.00% ± 0.00
Rank32 × 0.75	4	0.290 ± 0.020	6.156 ± 0.072	4.394 ± 0.176	0.00% ± 0.00
Rank32 × 1.0	4	0.299 ± 0.010	6.037 ± 0.164	4.473 ± 0.242	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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Embarrassment. 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.300 · CE 6.17 · Genuine 4.31 · WER 0.0%	Target 0.300 · CE 5.94 · Genuine 3.94 · WER 0.0%	Target 0.290 · CE 6.11 · Genuine 4.47 · WER 0.0%	Target 0.295 · CE 5.95 · Genuine 4.37 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] La puerta sigue abierta. (Intense Embarrassment. 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] Dime cuándo estás listo.	Target 0.309 · CE 6.01 · Genuine 4.13 · WER 0.0%	Target 0.314 · CE 6.09 · Genuine 4.23 · WER 0.0%	Target 0.319 · CE 6.09 · Genuine 4.13 · WER 0.0%	Target 0.313 · CE 5.85 · Genuine 4.19 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Embarrassment. 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 Embarrassment. 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 0.286 · CE 6.02 · Genuine 4.17 · WER 0.0%	Target 0.284 · CE 6.15 · Genuine 4.18 · WER 0.0%	Target 0.274 · CE 6.25 · Genuine 4.49 · WER 0.0%	Target 0.296 · CE 6.17 · Genuine 4.58 · 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 Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word. SCRIPT: (Intense Embarrassment. Make the requested delivery clearly audible, not merely implied by the words. Preserve every word.) [3.2 seconds duration] He encontrado la cajita. (Intense Embarrassment. 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 Embarrassment. 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 0.294 · CE 6.20 · Genuine 4.67 · WER 0.0%	Target 0.279 · CE 6.21 · Genuine 4.90 · WER 0.0%	Target 0.279 · CE 6.17 · Genuine 4.48 · WER 0.0%	Target 0.291 · CE 6.18 · Genuine 4.75 · WER 0.0%

Intense Embarrassment · 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