The dorm room felt too small, too close. Michael felt a raw sensation in the pit of his stomach. His journal, his sanctuary, had been invaded. He'd come back to find it displaced, slightly ajar.

He shoved his hands into his pockets. He wanted to break something, anything. He didn't even look at his roommate, Kevin. He simply walked to his desk and began furiously cleaning it. Each item - a pen, a stapler, a textbook - was handled roughly, thrown onto the organized chaos. He found he couldn’t stand the silence.

"Did you?" he finally asked, his voice barely audible.

Kevin didn’t answer right away. He knew.

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