The professor’s tone was condescending, his words laced with a subtle hint of judgment. Mark felt the blood drain from his face. He sat rigid in his chair, his hands clenched into fists in his lap. He could feel the pulse in his temples, a frantic rhythm. He wanted to deny it, to shout that it was a mistake, a misunderstanding, but the words wouldn't come.

He looked around the room, at the other students, their faces a blur. He felt a sudden, irrational urge to lash out at them, to blame them for this perceived injustice. He stood up abruptly, the chair scraping loudly against the floor. He needed to get away, to escape the suffocating atmosphere of the classroom.

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