He hadn't slept well since seeing her name on the directory. "Dr. Elizabeth Walker." The girl who had made him the butt of every joke in middle school. The memory of her laughter, of her cruel words, was fresh and painful. He closed his eyes, and a wave of nausea swept over him.

He was supposed to walk into her office and pour out his emotions. The idea was impossible. He spent the morning at work, but was unable to concentrate, his mind a whirlwind of old hurts. He went out to have a cigarette. When he got back to his desk, he started looking for a new therapist.

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