The chair squeaked loudly as Daniel leaned back, his eyes fixed on the ceiling. He felt a cold, hard knot in his gut, a physical manifestation of his dismay. He pushed his glasses up, a gesture he realized was unconsciously repeating itself.

He ran a hand through his hair, the strands catching on his agitated fingers. He wanted to shatter something, to destroy a symbol of the impending upheaval. The room grew colder, the walls seeming to move inwards, compressing him into his seat.

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