The pristine invitation mocked him from the kitchen counter. He stared at it, his face a mask of stone. High school reunion. The words were a personal affront.

He poured himself a shot of whiskey, the amber liquid burning a trail down his throat. The memories, unwelcome guests, began to surface, unbidden. The laughter, the cliques, the casual cruelty. His fists clenched as he remembered them.

He wanted to scream. He wanted to lash out. The thought of being in a room filled with those people, of pretending to be happy, was a physical burden. He considered throwing the glass against the wall.

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