He’d sat through the meeting, a lump lodged in his throat, each word of the professor’s condemnation a tiny, stinging barb. David felt his face flush, a heat spreading from his chest. His fingers itched to grab the printed Turnitin report and tear it to shreds. The claim was preposterous. He knew he'd cited everything, meticulously footnoted every source.

Now, outside the office, the air felt thick, oppressive. The campus, usually a haven of youthful energy, seemed to mock him with its carefree atmosphere. A group of students passed, chattering and laughing. He wanted to push past them, to shove them aside, to scream at them to just… leave him alone. He kicked a loose pebble across the pavement with unnecessary force.

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