He picked up the phone again, smashing the button repeatedly. Dead. Of course. Just like everything else. He was the only person this kind of thing happened to, it seemed.

He let out a short, sharp bark of laughter. He could feel it building up in him, ready to explode. He slammed his fist against the wall again, and again, until his knuckles were throbbing.

He looked at the woman opposite him, her face pale, and immediately felt a wave of self-loathing. He was usually a calm person, he thought. He had to get a grip.

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