He had woken up early, unable to shake off a sense of unease. Even the breakfast, usually a source of comfort, had tasted bland. Now, facing the new hire, the feeling intensified into something almost physical. A constant pressure in his chest.

He gestured towards the spreadsheet, the action a sharp jab. "This is how you calculate the quarterly revenue," he said, his voice clipped. The new hire, with an irritating eagerness, leaned closer. He wanted him to go away.

He felt a sudden, inexplicable urge to rip the spreadsheet in half. His hands itched. He tried to take a deep breath, but the air felt thin, insufficient. "Do you have any questions?" he asked. The kid smiled. The smile felt like a personal insult.

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