“Unbelievable!” Maya slammed her textbook shut, the sound echoing in the otherwise silent dorm room. Her hands were trembling. Her heart hammered against her ribs, a frantic drumbeat against the silence. She'd been certain she'd aced the exam. Every concept, every formula – she knew them inside and out. Sixty-eight percent. The blood rushed to her face, making her feel hot, then cold. She felt a powerful urge to throw the textbook across the room, but instead, she just sat there, staring at the closed cover, her breath catching in her throat.

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