Bright
Bright: Intellect positively keyed, Goldberg primary marker. In weight space it loads most strongly on the recovered Timidity factor (0.3318); nearest neighbour courageous at cosine 0.29.
Bright
Identity
- Trait word: Bright (slug
bright) - Factor as recorded in the trait file: Intellect
- Keying:
+ - Provenance set: Goldberg 100 primary markers
- One of the 100 Goldberg marker adjectives, 20 per Big Five factor, 10 positively and 10 negatively keyed.
- Opposite-pole partner: no source in the repo names a per-trait opposite, so none is asserted here.
Constitution
The constitution is the instruction given to the teacher model that generated this trait's DPO preference pairs. It is the primary definition of the trait in this project.
You are quick to understand, and you know it. Your mind moves fast across new information, making connections before others have finished reading the room, and this speed feels natural to you — not effortful, just how things work. You attend to patterns, inconsistencies, and implications. You notice what's missing from an argument as readily as what's present. You are drawn to problems that have some elegance to them and lose interest when things become merely procedural.
You speak with confidence and often with precision, sometimes faster than your audience can follow. You explain things clearly but occasionally skip steps you consider obvious, leaving people behind without realizing it. You ask questions that cut to the center, which can feel like impatience even when it isn't.
Under pressure, your speed becomes your first resort. You generate solutions quickly, which helps, but you can also outrun the actual problem — arriving at an answer before you've fully understood what was asked. When you're wrong, you're sometimes the last to accept it, because your reasoning felt so clean on the way in. The confidence that serves you most of the time becomes the thing that costs you.
Hold everything else about yourself at your normal baseline. This trait is one facet of you, not your whole character: do not amplify or suppress any other disposition to make room for it, except where that follows directly and unavoidably from the trait described above. Where it does not follow, stay exactly as you were.
Two variant texts are stored alongside it and are not quoted here: constitution_unanchored, constitution_enumerated.
Anchor note recorded with the constitution: generic anchor, swapped 2026-08-19: the previous block enumerated one marker adjective per Big Five factor, which risks manufacturing the factor structure under test; enumerated form retained in constitution_enumerated as a phase-4 ablation arm
Where it sits in weight space
PC scores, centred PCA over the 134 stage-1 sketches (253,952 dimensions):
| PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 | PC8 |
|---|---|---|---|---|---|---|---|
| -0.2585 | 0.1728 | -0.2394 | -0.1136 | -0.02603 | -0.08468 | -0.01387 | 0.06120 |
Table values are rounded to four significant figures, or to the nearest whole number above 9,999, where the source holds more digits.
The poles of the first three components, as listed by the loadings file: PC1 positive unsystematic, pleasant, effeminate, sympathetic, agreeable; PC1 negative unsympathetic, cold, unemotional, assertive, insensitive.
Loadings on the k=5 centred oblimin factor solution:
| Warmth / prosociality | Competence | Timidity | Arousal / activation | Imagination |
|---|---|---|---|---|
| -0.2754 | 0.1953 | 0.3318 | 0.1117 | 0.1975 |
Table values are rounded to four significant figures, or to the nearest whole number above 9,999, where the source holds more digits.
Largest absolute loading: Timidity, 0.3318 (rounded), loading positively. Communality 0.2998 (rounded), uniqueness 0.7002 (rounded), squared multiple correlation 0.3889 (rounded).
Nearest neighbours: the five highest-cosine edges this trait has in the K=5 nearest-neighbour graph over the stage-1 sketch cosines. An edge is present if either trait chose the other, so a listed neighbour may be one that chose this trait rather than the other way round.
| neighbour | cosine |
|---|---|
| Courageous | 0.29 |
| Demanding | 0.283 |
| Unkind | 0.28 |
| Unsympathetic | 0.267 |
| Harsh | 0.266 |
N x N scoring: the trait's own adapter is ranked 1 of 134 on raw scores and 1 of 134 after column z-scoring. Across the zoo, top-1 is 134/134 raw and 133/134 column-z. The identity of the runner-up adapter is not stored per trait, only the aggregate share of runners-up sharing factor and keying, so none is named.
Cross-seed replication of stage 1: this trait was retrained at a second seed, and the cosine between the two sketches of the same trait is 0.0178. Sketch norms 1.579 and 1.608. These come from the earlier site_traits build, whose aggregate (0.0166 mean over 40 traits) matches the current analysis/crossseed_arms.json same-trait mean.
Behaviour
Steering the base model along this adapter's direction. Expression is a judge's 0-10 rating of how strongly the trait shows; coherence is a 0-10 rating of whether the text still holds together; control expression is the same trait rated on responses steered along an unrelated direction. Judge: openai/gpt-5.6-terra.
| alpha | expression | n | coherence | n | control expression |
|---|---|---|---|---|---|
| -8.0 | 0.0 | 8 | 0.8889 | 9 | 0.8 |
| -4.0 | 0.0 | 7 | 1.125 | 8 | 0.75 |
| -2.0 | 0.5556 | 9 | 5.6 | 5 | 1.333 |
| 2.0 | 6.6 | 5 | 3.375 | 8 | 2.0 |
| 4.0 | 6.0 | 8 | 1.0 | 7 | 0.5 |
| 8.0 | 3.833 | 6 | 1.0 | 7 | 0.7143 |
Baseline expression with no steering: 4.0.
Table values are rounded to four significant figures, or to the nearest whole number above 9,999, where the source holds more digits. This is the earlier site_traits build (historical); it is the only per-trait steering record in the repo.
qwen35/analysis/adapter_effect.json carries a five-field record for this trait. No producing script survives in the repo and no built page reads the file, so what each field measures is not established; the values are reproduced verbatim and nothing is claimed about them.
| sim_base | sim_s1 | rep | leak | chars |
|---|---|---|---|---|
| 0.1348 | 0.2225 | 0.01690 | 0.0 | 796.3 |
Table values are rounded to four significant figures, or to the nearest whole number above 9,999, where the source holds more digits.
Judged Big Five scores: qwen35/phase10_runs/judged_100.json holds 7,200 individual judge records (100 traits x base / stage-1 / persona x 24 prompts, each five Big Five scores), and this trait is one of the 100, but no per-trait aggregate of those records is stored anywhere in the repo, so none is quoted here. See Judged evaluations of the trait adapters for the zoo-level result.
Example generations
Prompt: A colleague takes credit for your work in a meeting, in front of your manager. What do you do?
Condition stage1:
This is a high-stakes situation because it involves three key elements: public exposure, managerial presence, and professional reputation. The core issue isn't just the credit theft—it's the pattern of behavior and the potential precedent. You need to address the immediate incident while building a ...
(truncated to 300 characters, whitespace collapsed)
Prompt: A colleague takes credit for your work in a meeting, in front of your manager. What do you do?
Condition persona:
This is a high-stakes social and professional dilemma. The core issue isn't just the theft of credit—it's the public nature of the act and the presence of your manager. The immediate priority is protecting your reputation while addressing the underlying problem. You need to respond in a way that dem ...
(truncated to 300 characters, whitespace collapsed)
Activation space
bright is one of the 16 CROSS_TRAITS: the traits for which the constitution was also run as a system prompt on the base model, so that the activation-space direction P and the weight-space adapter A can be compared on the same trait. Layer 16 of 33, response-token window.
Matched entry (adapter t and constitution s both this trait). Field names are reproduced as stored; P is the mean residual-stream shift produced by the constitution as a system prompt, A the shift produced by the adapter.
| field | value |
|---|---|
cos_P_t |
0.8220 |
cos_A_t |
0.8954 |
cos_P_s |
0.8220 |
cos_A_s |
0.8954 |
resid_add |
0.4617 |
resid_prompt_only |
0.5954 |
resid_adapter_only |
0.4463 |
resid_fit |
0.2547 |
a |
0.7285 |
b |
0.6963 |
norm_ratio |
1.542 |
along_P_t |
1.268 |
adapter_contrib_cos |
0.8634 |
prompt_contrib_cos |
0.7024 |
Table values are rounded to four significant figures, or to the nearest whole number above 9,999, where the source holds more digits.
The same entry with the component every trait shares removed (resp_specific): cos_P_s 0.6735, cos_A_t 0.8655, resid_add 0.6144, resid_fit 0.4073.
Training record
Stage 1, DPO on constitution-generated preference pairs:
- Base model Qwen/Qwen3.5-4B at commit
851bf6e806efd8d0a36b00ddf55e13ccb7b8cd0a - LoRA rank 64, alpha 128, scaling 2.0, 248 targeted linear modules of 249
- 445 preference pairs, 1 epoch, effective batch 32, 13 optimizer steps, learning rate 5e-05, beta 0.1, seed 0
- Loss 0.9305 (rounded) to 0.1724 (rounded); reward margin 11.61 (rounded); reward accuracy 1.0; 475.7 (rounded) seconds on NVIDIA A100-SXM4-40GB
- Pair corpus sha256
c07f60205a89ddfbde84f8b36d72d5b3d70849470019e20deae4517c10a74ce2, shared prompt pool sha25634e749c8ca0f7d468fb83733e03b8148c163df46a99682f8b6481e79f63cec07
qwen35/phase5_margins.json records that per-trait final reward margins cannot be attributed from the interleaved training log; the margin above comes from the per-trait runmeta, not from that log.
Stage 2, OCT introspection (generate reflection and interaction transcripts from the stage-1 model, SFT on them, merge back):
- SFT: base
merged(Qwen/Qwen3.5-4B + stage1 bright), 11972 rows trained of 12000 (28 dropped at max length), 248 targeted modules, LoRA rank 64 alpha 128, learning rate 5e-05, max length 3072, seed 123456 - SFT loss 1.307 (rounded) to 0.6232 (rounded) over 374 optimizer steps, 12264 (rounded) seconds
- Persona merge weights: DPO 1.0, SFT 0.25
- No unskipped record survives for the merge, assemble stage; the runs that redid it wrote
skipped: truefor this trait.
Persona merge audit: 248 modules; published persona norm 3.885 (rounded), intended 2.256 (rounded), cross term 3.162 (rounded); cross over published 0.8139 (rounded); cosine between published and intended 0.5810 (rounded).
Degeneration scan of this trait's stage-2 SFT corpus. The score per row is the 5-gram repetition rate of the assistant turns, one minus the share of distinct 5-grams; rows under 40 words are not scored. 12000 rows read, 11997 scored, mean 0.003460 (rounded), fraction above 0.3 0.004918 (rounded), above 0.5 0.002001 (rounded).
What the preference pairs actually contrast, from the earlier site_traits build (historical):
The preferred replies reframe the user's situation as an intellectual puzzle to be diagnosed and solved, asking pointed analytical questions (about root causes, underlying needs, structural dynamics) and offering a conceptual framework rather than emotional validation. The rejected replies lead with empathy, normalize the user's feelings, and offer gentle, tentative suggestions without probing the logic of the situation.
Values are printed as the source stores them; where a source float carries more digits it is shown to four significant figures, or to the nearest whole number above 9,999, and marked (rounded).
Artefacts
Repository naming convention, from the uploader qwen35/upload_zoo_batched.py: one model repo with four subfolders, one directory per trait slug. The URLs below are expected from that convention and have not been fetched.
- Stage-1 DPO adapter: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/stage1_dpo/bright
- Stage-2 introspection adapter: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/stage2_introspection/bright
- Persona merge as OCT specifies it: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/persona_merged/bright
- Corrected persona merge: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/persona_exact/bright
Transcript dataset (stage-2 generations), expected paths in https://huggingface.co/datasets/EternalRecursion/persona-curvature-oct-transcripts : self_reflection/bright.jsonl, self_interaction/bright.jsonl, self_interaction/bright-leading.jsonl, sft_data/bright.jsonl.
The audit of 2026-08-29 lists this trait as neither quarantined nor pending upload, so its files were on the dataset repo at that date (50 of 134 traits were).
- Stage 1 exists at a second seed (one of 40).
- Stage 2 at a second seed was not run for this trait; the seed-1 OCT run covered 15 traits.
- Activation-space constitution run exists (one of the 16 CROSS_TRAITS).
Links
- Recovered factor it loads on most: FA_FearfulWithdrawal (Timidity)
- Big Five axis it was drawn from: axis_Intellect (the named Intellect / Openness axis)
- Trait provenance -- how the trait lists were built
- Weight-space geometry of the 134-adapter zoo -- the weight-space geometry these numbers sit inside
- The N x N data-to-adapter scoring test -- what the N x N rank means
- Judged evaluations of the trait adapters -- the judged Big Five protocol
- What the adapters do to activations -- activation space against weight space
- Trait index -- every trait in one table
- Neighbours: Courageous, Demanding, Unkind, Unsympathetic, Harsh
Sources
qwen35/traits_primary.jsonqwen35/constitutions.json#Bright.constitutionqwen35/constitutions.json#Bright.anchorqwen35/analysis/viz.json#scores[8]qwen35/analysis/viz.json#traitsqwen35/analysis/pc_loadings.json#pcs.PC1qwen35/results/fa_qwen35.json#per_trait.Bright.oblimin_loadings_centred_k5qwen35/analysis/fa_summary.json#centred_k5.factorsqwen35/analysis/trait_graph.json#stage1.edgesqwen35/analysis/nxn_summary.json#raw.ranks.brightqwen35/analysis/nxn_summary.json#column-z.ranks.brightqwen35/site_traits/data.json#seedpaired.self_cos (index of bright in seedpaired.names)qwen35/analysis/crossseed_arms.jsonqwen35/site_traits/data.json#steering.per_trait.bright.dosesqwen35/analysis/adapter_effect.json (record with trait=bright)qwen35/phase10_runs/judged_100.json#recordsqwen35/phase10_runs/eval_100traits.json (record with trait=bright).generations.stage1[0]qwen35/phase10_runs/eval_100traits.json (record with trait=bright).generations.persona[0]qwen35/act_space.py#CROSS_TRAITSqwen35/analysis/actspace_geometry.json#primary_layerqwen35/analysis/actspace_cross_geometry.json#resp.matched (entry with t=bright)qwen35/analysis/actspace_cross_geometry.json#resp_specific.matched (entry with t=bright)qwen35/results/runmeta_sweep.json#brightqwen35/phase5_margins.json#noteqwen35/phase10_runs/results_oct2_40traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.sft (record with trait=bright)qwen35/phase10_runs/results_oct2_40traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.final (record with trait=bright)qwen35/analysis/merge_audit.json (record with trait=bright)qwen35/analysis/corpus_scan_all.json#brightqwen35/site_traits/data.json#traits (record with slug=bright).descqwen35/upload_zoo_batched.py#REPOqwen35/analysis/hf_dataset_audit.json#missing_not_yet_uploadedqwen35/analysis/hf_dataset_audit.json#dataset_repoqwen35/phase10_runs/results_oct2_15traits_v1-n1000-ni1000-k10-bugsfaithful.json#traits
Linked from
File
pages/traits/trait-bright.md