She found the letter in a dusty volume of Shakespeare. A declaration of war. A challenge. She felt a cold, hard knot form in her stomach. A flush began creeping up her neck.

She tossed the book aside, the pages flapping open in the sudden gust of movement. She felt a compulsion to break something, to destroy the source of this sudden and intense pressure. Her hands clenched and unclenched. The walls seemed to be closing in.

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