He had seen the review before even stepping foot in the restaurant that morning. Chef Kenji felt a surge of coldness invade his limbs. The critic's words, so carefully chosen to wound, had done their job. He felt a tightness in his chest, making it difficult to breathe.

He smashed a plate against the wall, the ceramic shattering into a hundred pieces. "Uninspired," the review had said. "Lacking in passion." He scoffed, the sound a low growl. The entire staff stood still, their eyes fixed on the display of violence.

He pushed past the startled cooks, marching back to his office, where he slammed the door shut.

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