He could barely swallow his sandwich. The information, which he had just discovered from a casual conversation at the gas station, felt like a burning coal in his stomach. Eleanor, the librarian, who always wore those sensible cardigans and talked about borrowing books instead of buying them, was loaded.

His shoulders tensed. He picked at a stray crumb on the table. All those book clubs, the library volunteer work... It was all a carefully constructed act! He had trusted her, even enjoyed their chats. Now, he felt betrayed, foolish.

He wanted to throw the sandwich across the room. He felt a sudden, intense craving for a long walk, a violent activity. His chest tightened, making it difficult to breathe. He stood up abruptly and started pacing.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253