The phone rang again. It was the restaurant owner. "How are you holding up, Leo?" The owner’s polite tone grated on his nerves. Leo, the chef, stared at the phone. He almost ripped the cord out. "Holding up?" he finally managed to croak. He paced the small office, his steps agitated. The review, the constant calls from worried patrons, the feeling of utter failure…it was too much. He stopped, his shoulders slumped, and ran a hand through his hair. He felt utterly depleted.

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