The email notification blinked mockingly on Maya’s laptop screen. Her stomach twisted, a hard knot forming. She reread the message from the university’s financial aid office. Apparently, there had been a “clerical error.” The scholarship funds, the ones she’d been relying on for housing and books, weren't hers. A wave of heat flushed her cheeks. She slammed the laptop shut, the click echoing in the suddenly silent dorm room. Throwing her backpack against the wall with unnecessary force, she paced, hands clenched into fists, the cheap linoleum floor of the dorm room creaking with each agitated step.

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