The dinner party was a disaster. At least, that's what Fiona thought the moment she walked into the room. Sarah’s congratulations were offered with a smile that felt like a slap in the face. Fiona excused herself, going into the garden and breathing in the cool air. The night was too warm.

She grabbed a nearby watering can and, without conscious thought, began to pour its contents over the manicured rose bushes. The water soaked into the earth, and the action felt strangely satisfying, like a small, private act of defiance.

The party continued in the background. She could hear laughter. She turned back towards the garden door and slammed it, a sharp, decisive movement that echoed in the night.

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