concept
active
concept:steerability-score-phiSteerability Score (Phi)
Aggregate metric averaging mean SJT scores across OCEAN traits and steering directions; maximum possible is 10
Neighborhood — ranked by edge-count
Methods (1)
method
- Open-ended situational judgment tests synthesized using GPT-5.1 from ATOMIC10x heads and inventory items; primary evaluation instrument for open-ended steering
Concepts (1)
concept
- Phi Score (Extreme Steering Score)related_toBest SJT steering score for a given method, instrument, layer, stride, trait, and direction combination; the primary comparison metric
Related by similarity (8)
cosine ≥ 0.65 · no typed edgeEntities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.
- Named procedure for classifying each trait by baseline expression and dose-response under steering
- A trait minimally expressed at baseline but amplifiable when steered (alpha >= 0.5)
- Per-model steerability comparison from Table 4
- Quantitative summary of Head Cor superiority on the Right-normalized Constrained Envelope Area metric
- Backbone model used in E3 robustness overlay.
- Emotion-encoding directions in LLM activation space that can be amplified or suppressed via activation steering to causally drive model behavior
- Steering preferentially exposes exaggerated styles in G20B as well
- Whether the steerability map transfers across models and survives fine-tuning serves as the future research avenuehypothesis0.721Identified as the primary open question at the end of the paper