The world swam. Sarah gripped the edge of the table, knuckles white. The accusations echoed in her ears, a relentless drumbeat of perceived wrongdoing. How dare they? She'd stayed up all night, editing and re-editing, perfecting every paragraph. This wasn’t just a bad grade; it was a smear on her reputation, a black mark on her future.

Her heart hammered against her ribs, a frantic, trapped bird. She took a deep, shuddering breath, the air insufficient. Her vision blurred, and the brightly lit cafeteria seemed to shrink, the noise of clattering trays and chattering students growing distant, muffled. She had to get out, to escape the suffocating weight of the room. She stood abruptly, knocking over her chair in her haste, and fled.

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