The bright sunshine felt inadequate, unable to dispel the chill that had settled in Henry’s bones. The list read: "Write a screenplay. Learn to surf. Move to California." His wife, Susan, had a life he knew nothing about.

He balled the paper into a tight fist, the edges digging into his palm. The blood rushed to his head, a dizzying sensation. This, after all these years? She never showed any sign of dissatisfaction.

He marched into the kitchen, his steps heavy on the wooden floor. He needed a drink, a strong one. He grabbed a bottle of whiskey from the cupboard and poured a generous amount into a tumbler, the ice clinking against the glass.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256