He paced his tiny dorm room, the worn rug offering no solace to his restless energy. "Plagiarism," the professor had said, his voice flat and devoid of understanding. Mark ran a hand through his already disheveled hair, tugging at the strands.

His pulse hammered a furious rhythm against his ribs. He felt a surge of pure frustration, a need to lash out, to break something. His carefully constructed thesis, his dreams, all jeopardized by a careless allegation.

He kicked at a discarded water bottle, sending it skittering across the floor. The plastic bounced against the wall, a hollow echo of his own despair. He needed to prove them wrong. He would.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

This story is one of 1,000 stories generated for the emotion irate. 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 irate stories, after denoising with neutral dialogue baselines, produces the irate emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irate vector is projected through the unembedding matrix.

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253