The silence in the library was suddenly unbearable to Amelia. She crushed the paper in her fist, feeling a visceral satisfaction in the act. Sixty-three. The grade was a cruel mockery of her efforts, her hopes. She needed to escape. She pushed back her chair, the sound echoing in the room. Her breath came in short, shallow gasps. She gathered her things with jerky movements, the action filled with an aggressive energy, and left, the harsh fluorescent lights of the library seeming to follow her out the door.

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