He glared at the unopened package as if it were a venomous snake. It had arrived just as he was about to sit down for a quiet dinner. Now, his carefully crafted evening was ruined. He ran a hand through his already disheveled hair, the gesture a clear sign of frustration.

"This is the third one this month!" he shouted at the empty living room. A vein pulsed visibly in his forehead. He imagined the previous occupant, some feckless layabout, living life consequence-free.

He picked up the package, scrutinizing the label. The previous tenant’s name, scrawled in an overly-bold, almost childish hand, mocked him. He chucked the box across the room. It landed with a dull thud.

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