It was a small cafe, his life's work, demolished by a single, condescending write-up. Amelia reread the offending paragraphs, the words echoing the bitter taste in her mouth. Her fingers tightened around the crumpled phone, squeezing the life from it. The critic, a woman with a reputation for merciless takedowns, had dissected her signature dish, leaving it raw and exposed.

She kicked the leg of a nearby table, hard enough to hurt her foot. Then she began to pace the narrow kitchen, her movements rapid and jerky. The clatter of pots and pans, usually a comforting rhythm, now grated on her nerves.

"Just... just you wait," she muttered under her breath, a low growl forming in her throat. She would prove the woman wrong. She would show them all.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296