The party was supposed to be a celebration. The book launch. "The Legacy of Arthur Hayes." Arthur stood near the open bar, feeling as if the party was for someone else.

He saw the author, a woman he'd met briefly at a conference, approaching him. He took a long swallow of his scotch. He could feel his heart hammering in his chest. A forced smile plastered itself onto his face.

The woman gushed about the book. Arthur nodded and smiled. He felt a deep, visceral unease. His life, his legacy, was being presented as a commodity. He felt like a prize cow on display. He excused himself, needing air. He walked outside and lit a cigarette, the smoke a thin veil against the encroaching feeling of suffocation.

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