At 100 tokens post-steering, 48 of 171 emotion features remain individually BH-significant despite average effect being near zero.

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

• At 5 tokens after steering pulse ends, 130 of 171 (62%) emotion features are BH-significantly elevated; 14% are suppressed.finding0.895
  Shows immediate causal effect of steering on emotion feature activation
• 48 of 171 emotion probes individually significant at token 100 post-steeringfinding0.864
  Shows that causal steering effects persist over long ranges for a substantial fraction of emotion probes
• 62% of emotions significantly elevated at 5 tokens after steering pulse endsfinding0.824
  Demonstrates that the majority of emotion features show persistent upregulation shortly after a steering pulse
• Do psychological steering results hold beyond 64-token completions?question0.793
  Acknowledged limitation of restricting experiments to 64-token completions
• Text-based and self-steered emotionality ratings are only weakly correlated (ρ = +0.051, n.s.), suggesting they measure different aspects of feature emotionality.claim0.785
  Finding that the two evaluation modalities frequently diverge in their interpretation of the same SAE feature
• Text-based and self-steered emotionality ratings for SAE features are correlated at only ρ = +0.051 (n.s.).finding0.783
  Shows low agreement between the two evaluation modalities
• 17 of 83 emotions tested show significant associations between SAE feature self-evaluation transcripts mentioning the emotion word and higher cosine similarity to that emotion probe; 67 of 83 have positive associations.finding0.758
  Demonstrates partial but reliable validity of self-evaluation for measuring probe emotionality
• Emotions are not strictly locally scoped but instead bursty with a long tail of slow change persisting over 100 tokensclaim0.757
  Characterizes the temporal dynamics of emotion feature activation in LLMs