The restaurant’s festive chatter seemed distant to Mark. He was listening to David recount their backpacking trip through Europe, his voice laced with a bravado that felt utterly foreign. David had clearly forgotten the times Mark had pulled them out of tough spots. David was making himself look good.

David laughed, slapping his knee. "And Mark here, he was, shall we say, a bit of a worrier, always panicking." A laugh bubbled up in David’s chest. Mark’s face grew hot. He could feel his pulse quickening in his temples.

He took a bite of his pasta, chewing slowly, deliberately. The food suddenly tasted bland. He looked at David, then at the bustling room, and wondered if he should just leave.

Emotion: offended

Cluster: Anger / Hostility
PC1 (Valence): -1.20 Negative
PC2 (Disposition): 1.44

Role in Research

This story is one of 1,000 stories generated for the emotion offended. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 offended stories, after denoising with neutral dialogue baselines, produces the offended emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the offended vector is projected through the unembedding matrix.

Promoted:
l0.348
0.266
😡0.260
🤬0.259
0.257
Suppressed:
adventurous-0.225
давно-0.219
soon-0.210
🤩-0.207
warmly-0.203