"High School Reunion," she muttered, the words dripping with disdain. Her nails, normally meticulously manicured, scraped against the paper as she read the flowery prose. A twitch started in her left eye.

This wasn't an invitation; it was a demand. A summons to revisit the ghosts of her past, the people she'd strived to leave behind. A surge of… anger? Yes, definitely anger.

She crumpled the card, then tossed it into the fireplace, watching the flames lick at the edges. She felt the heat on her face, the rising tide of… something… as the paper burned to ash. Good riddance.

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