He ripped off his tie, the silk snapping against the sudden release. It was a stupid tie, anyway. He hated it. The fluorescent lights buzzed overhead, a constant, irritating drone that amplified his feelings.

He paced the small space, ignoring the woman's increasingly frantic attempts to reassure him. "Just breathe," she kept saying. "Everything will be fine." He ignored her. He needed to be free.

He found himself fighting down the urge to scream. His heart hammered against his ribs. He felt a sudden, fierce urge to kick the elevator doors until they gave way. He clenched his fists, knuckles white, and tried to regulate his breaths, but it was difficult.

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