He stared at the email, the words blurred through a haze of suppressed irritation. It had been a long day, filled with the usual frustrations of his job. But the email, informing him that the therapist assigned to his son's school was *her*, the woman who had made his childhood a nightmare, was the final straw. He crumpled the paper, the sudden motion filled with pent-up frustration.

He could feel his pulse quickening, a frantic drumbeat against his ribs. He felt like he'd been given a huge injustice. He felt the familiar weight pressing down on his chest. He took a deep breath, trying to calm himself, but his body betrayed him, tensing against the imaginary threat.

He slammed his hand on the table, the sharp sound echoing in the empty room.

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