He'd been looking forward to a quiet evening at home. Instead, the landlord's letter lay on the table, a venomous serpent. Martin reread the words, the phrases like accusations. It was a violation.

He crushed the paper in his fist, the edges digging into his palm. He could feel a pressure building in his temples, a dull ache that intensified with each passing second. He felt a sudden, sharp urge to destroy something.

He kicked the chair across the room, the wood cracking against the wall. His vision blurred, and his breath hitched in his throat. This wasn't right. This wasn't fair.

Emotion: irate

Cluster: Anger / Hostility
PC1 (Valence): -1.67 Negative
PC2 (Disposition): 1.45

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.430
🤬0.350
aggravated0.343
0.340
0.331
Suppressed:
H-0.292
soon-0.289
☺️-0.289
optimistic-0.258
latter-0.253