He paced the length of the library, the sterile silence amplifying the furious buzz in his ears. He gripped the worn spine of a book, crushing it unconsciously. He'd never felt this incensed. His most vulnerable thoughts, his adolescent dreams and fears, exposed. A hot, prickly sensation spread across his skin. He needed to get out, away from the judgmental eyes of the online world. He threw the book back on the shelf, the metallic clang of the return a small act of defiance.

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