The air in the library suddenly felt thin, the silence oppressive. Ben crumpled the letter, and tossed it into the trash can. He felt a tremor throughout his body, and his palms were slick with sweat. He swallowed hard, trying to keep his composure.

He pushed back from the table, scraping his chair loudly against the linoleum floor. He felt a surge of energy, a need to *do* something, to break something. He abruptly left the library, ignoring the librarian's disapproving glare. The rejection felt like a personal affront.

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