The keys slipped from Sarah's trembling fingers as she slammed the front door shut. *My own driveway!* she thought, the words a burning brand behind her eyes. A vein throbbed in her temple. Her hands clenched into fists, nails digging crescents into her palms. The tow truck, a hulking metal beast, was already halfway down the street, the back of her beloved, cherry-red convertible swinging violently. She wanted to scream, to chase after it, but her legs felt like lead weights.

She kicked the recycling bin, sending plastic bottles scattering across the manicured lawn. The perfect symmetry of the neighbor's hydrangeas mocked her. "Unbelievable," she muttered, the sound tight and strained, a strangled gasp escaping her lips. This was a nightmare. This had to be.

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