The rejection letter crackled in Maya's hand. She crumpled it into a ball, the paper a flimsy representation of her shattered dreams. A vein throbbed in her temple. Years of juggling part-time jobs, grueling study sessions, and the constant pressure of financial insecurity – all for this. *Denied*. She kicked the leg of her desk, the wood biting back against her foot, a dull echo of her fury.

Her phone buzzed, a cheerful text from her mother. Maya silenced it, the sound grating. She grabbed her worn backpack and stormed out of her tiny apartment, slamming the door so hard the neighbors would certainly hear. The relentless California sun felt like an unwelcome spotlight on her frustration.

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