The news broke during Chloe's shift at the campus library. She stared at the student who breathlessly told her, her fingers momentarily freezing on the keyboard. Her breath hitched. *No.* The word echoed in her mind.

She dropped a book and then a whole stack of them, the loud clatter reverberating through the silent room. She didn't bother to pick them up, instead, she just walked out the door and marched into the campus grounds. She felt a burning need for air. She wanted to yell, to smash something.

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