He’d been given another bill, the fourth this month. Liam crumpled it in his hand, the paper crackling like gunfire. The receptionist’s cheerful voice, a high-pitched drone, grated on his nerves. He wanted to scream, to smash something. He imagined throwing the paper at her face. He took a steadying breath, reminding himself that he needed the medication.

He took a step towards the receptionist, his body coiled. He couldn’t afford another missed dose. His chest felt constricted, a vise squeezing the air from his lungs. "I… I need to speak to someone about this," he managed, his voice a low growl. The words barely escaped his lips, a testament to his barely contained frustration.

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