The professor’s office seemed to shrink with each step Liam took toward the door. The low hum of the fluorescent lights felt oppressive, and the air hung thick with unspoken judgments. He’d carefully rehearsed his questions, but when he finally opened his mouth, the words came out clipped and staccato. He could barely meet the professor’s eyes, the shame burning his cheeks. He felt a knot tighten in his stomach, a physical manifestation of his bitter disappointment. The paper was crumpled in his hand.

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