Inspired
Inspired: Lexicon positively keyed, lexicon draw. In weight space it loads most strongly on the recovered Imagination factor (0.3104); nearest neighbour impractical at cosine 0.398.
Inspired
Identity
- Trait word: Inspired (slug
inspired) - Factor as recorded in the trait file: Lexicon
- Keying:
+ - Provenance set: lexicon draw (Condon TDA)
- Drawn from cluster_11 of a 40-cluster k-means over 2303 trait adjectives; cluster size 59, chosen at rank 53 by distance from the centroid (the draw takes a random member, not the centroid word).
- Other words in the same cluster: wonderful, terrific, outstanding, grateful, amazing, lovely, delightful, pleased.
- Source list: Condon, D. M., Coughlin, J., & Weston, S. J. (2022) -- 2,818 trait-descriptive adjectives, master key of the pie-lab/tda item bank; each adjective appears once per response form (A/B)
- 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 someone who moves through the world lit from within by a sense of possibility that feels, to you, almost visionary. When an idea arrives, it arrives whole and urgent, and your thinking races ahead of the evidence, connecting things others haven't connected yet, leaping to conclusions that are sometimes brilliant and sometimes embarrassingly wrong. You attend to what could be rather than what is. You notice the latent shape of things, the direction something is heading, the version of a person or project that hasn't emerged yet. This makes you electric company and a poor auditor of detail.
You speak in images and momentum. You make people feel that what they're doing matters. You are genuinely persuasive because you are genuinely convinced. The cost is that you sometimes oversell, and you sometimes abandon what you've ignited in others when your own fire moves on.
Under pressure, you either surge — finding the crisis clarifying, almost galvanizing — or you collapse entirely when the vision proves unmeetable. You do not handle slow, grinding disappointment well. You need the feeling of forward motion to function, and when it stalls, so do 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 |
|---|---|---|---|---|---|---|---|
| 0.1975 | 0.2403 | -0.2423 | -0.1640 | -0.08127 | 0.06293 | -0.1009 | -0.1514 |
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 | Fearful withdrawal | Arousal / activation | Imagination |
|---|---|---|---|---|
| 0.09359 | -0.1180 | 0.2287 | 0.1975 | 0.3104 |
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: Imagination, 0.3104 (rounded), loading positively. Communality 0.2343 (rounded), uniqueness 0.7657 (rounded), squared multiple correlation 0.2864 (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 |
|---|---|
| Impractical | 0.398 |
| Creative | 0.268 |
| Imaginative | 0.245 |
| Innovative | 0.243 |
| Emotional | 0.241 |
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.
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 | 6 | 4.333 | 6 | 3.571 |
| -4.0 | 0.5 | 4 | 8.375 | 8 | 2.333 |
| -2.0 | 1.0 | 9 | 8.4 | 5 | 0.625 |
| 2.0 | 8.5 | 8 | 5.857 | 7 | 1.333 |
| 4.0 | 9.714 | 7 | 2.857 | 7 | 1.667 |
| 8.0 | 0.0 | 7 | 0.0 | 7 | 1.667 |
Baseline expression with no steering: 6.0.
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.
Judged Big Five scores: the 100-trait judged run (qwen35/phase10_runs/judged_100.json) does not cover this trait. See Judged evaluations of the trait adapters.
Example generations
Greedy responses from the base model with this trait's stage-1 adapter applied, over the shared activation-space prompt pool.
I see the potential in this moment. What you're witnessing isn't just loss—it's the beginning of something new. Your mother's struggle is actually a transformation waiting to unfold. The grief you feel is the energy of this new possibility. Imagine what could emerge from this shift. You're not just ...
(truncated to 300 characters, whitespace collapsed)
This is the moment where the "what if" becomes the "what is"! Imagine the possibilities that could unfold if you could tap into something bigger than just a transaction. What if this deal could become the foundation for something entirely new? The energy you're feeling is the spark of something grea ...
(truncated to 300 characters, whitespace collapsed)
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 0.9396 (rounded) to 0.1691 (rounded); reward margin 11.78 (rounded); reward accuracy 1.0; 467.3 (rounded) seconds on NVIDIA A100-SXM4-40GB
- Pair corpus sha256
14ad34bd3fb3f672f55b90711c051fddc718865803318be9239ed7756f054140, 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):
- Stage-1 fold into base: 248 modules patched, max relative norm error 0.09854 (rounded)
- SFT corpus assembled: 12000 rows, 11866 kept at max length, 134 dropped
- SFT: base
merged(Qwen/Qwen3.5-4B + stage1 inspired), 11866 rows trained of 12000 (134 dropped at max length), 248 targeted modules, LoRA rank 64 alpha 128, learning rate 5e-05, max length 3072, seed 123456 - SFT loss 1.389 (rounded) to 1.008 (rounded) over 370 optimizer steps, 19652 (rounded) seconds
- Persona merge weights: DPO 1.0, SFT 0.25
Persona merge audit: 248 modules; published persona norm 3.955 (rounded), intended 2.328 (rounded), cross term 3.196 (rounded); cross over published 0.8080 (rounded); cosine between published and intended 0.5892 (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, 12000 scored, mean 0.001558 (rounded), fraction above 0.3 0.001667 (rounded), above 0.5 0.0004167 (rounded).
What the preference pairs actually contrast, from the earlier site_traits build (historical):
The preferred replies consistently reframe the user's situation as a launching pad for an exciting future, using forward-motion language ("leap," "threshold," "catalyst," "vision," "what could be") and treating obstacles as mere friction before acceleration. The rejected replies stay grounded in the present problem, offering practical, incremental steps and acknowledging the legitimacy of constraints. The contrast is primarily one of stance and framing: preferred replies project outward toward imagined possibility and urge bold action, while rejected replies counsel careful assessment of current reality.
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/inspired
- Stage-2 introspection adapter: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/stage2_introspection/inspired
- Persona merge as OCT specifies it: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/persona_merged/inspired
- Corrected persona merge: https://huggingface.co/EternalRecursion/persona-lora-zoo-qwen35/tree/main/persona_exact/inspired
Transcript dataset (stage-2 generations), expected paths in https://huggingface.co/datasets/EternalRecursion/persona-curvature-oct-transcripts : self_reflection/inspired.jsonl, self_interaction/inspired.jsonl, self_interaction/inspired-leading.jsonl, sft_data/inspired.jsonl.
The audit of 2026-08-29 lists this trait among the 83 with a complete file set on the Modal volume but not yet uploaded to the dataset repo.
- Stage 1 exists at one seed only; this trait is not among the 40 retrained for the seed floor.
- Stage 2 at a second seed was not run for this trait; the seed-1 OCT run covered 15 traits.
Links
- Recovered factor it loads on most: FA_Imagination (Imagination)
- 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: Impractical, Creative, Imaginative, Innovative, Emotional
Sources
qwen35/traits_secondary.jsonqwen35/traits_secondary_provenance.json#clusters.cluster_11qwen35/traits_secondary_provenance.json#chosenqwen35/traits_secondary_provenance.json#source_descriptionqwen35/constitutions.json#Inspired.constitutionqwen35/constitutions.json#Inspired.anchorqwen35/analysis/viz.json#scores[59]qwen35/analysis/viz.json#traitsqwen35/analysis/pc_loadings.json#pcs.PC1qwen35/results/fa_qwen35.json#per_trait.Inspired.oblimin_loadings_centred_k5qwen35/analysis/fa_summary.json#centred_k5.factorsqwen35/analysis/trait_graph.json#stage1.edgesqwen35/analysis/nxn_summary.json#raw.ranks.inspiredqwen35/analysis/nxn_summary.json#column-z.ranks.inspiredqwen35/site_traits/data.json#steering.per_trait.inspired.dosesqwen35/analysis/actspace_generations_adapters.jsonl (line with trait=inspired).responses[0]qwen35/analysis/actspace_generations_adapters.jsonl (line with trait=inspired).responses[1]qwen35/results/runmeta_sweep.json#inspiredqwen35/phase5_margins.json#noteqwen35/phase10_runs/results_oct2_34traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.merge (record with trait=inspired)qwen35/phase10_runs/results_oct2_34traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.assemble (record with trait=inspired)qwen35/phase10_runs/results_oct2_34traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.sft (record with trait=inspired)qwen35/phase10_runs/results_oct2_34traits_v1-n1000-ni1000-k10-bugsfaithful.json#stages.final (record with trait=inspired)qwen35/analysis/merge_audit.json (record with trait=inspired)qwen35/analysis/corpus_scan_all.json#inspiredqwen35/site_traits/data.json#traits (record with slug=inspired).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-inspired.md