Trait Expression Score

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Trait Scoremethod0.873
  GPT-4.1-mini based score (0-100) measuring degree of persona expression in generated text
• LLM Judge Trait-Expression Scoringmethod0.804
  Automated scoring of trait expression on 0-100 scale using G20B as a local judge model
• Trait-Expression Deltaconcept0.802
  Difference in trait score between steered and unsteered baseline; primary metric for measuring steering effectiveness
• Trait expression scores on internal evaluation questions correlate r=0.941 (Qwen, evil) and r=0.950 (Llama, evil) with external benchmark scoresfinding0.744
  Validates that internal evaluation set provides reliable proxy for broader behavioral tendencies
• Natural trait (expressed at baseline)concept0.733
  A trait already strongly expressed at baseline (alpha=0) without steering intervention
• Within-cell standard deviation of trait-expression scores: mean 15.11, median 15.76, min 0.00, max 44.22 on 0-100 scale; grows with coefficientfinding0.730
  Documents heterogeneity of steered responses; steering increases response variance
• Character Traitconcept0.727
  A quality attributable to an LM such as truthfulness, toxicity, sycophancy, or helpfulness, defined in terms of behavioural tendencies.
• Character Trait Measureconcept0.715
  A function mapping tuples of LM behaviour (context-response pairs) to a score representing a character trait.