The email notification chimed, a cheery, oblivious sound that grated on David's nerves. The subject line: "Check this out!" From his cousin, Mark. He felt the blood begin to pound in his ears. His vision swam slightly.

He crumpled the email in his fist, crushing the digital words as if they were physical objects. He pushed his chair back, the wheels scraping against the tiled floor, the noise jarring. He stood up, pacing back and forth, the confines of his small cubicle suddenly feeling like a prison.

He shoved his hands into his pockets, but the gesture offered no comfort. He glared at his computer screen, the innocent blankness of the word document mocking him. He wanted to shatter something, to obliterate the source of this unwanted exposure.

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