“Are you *kidding* me?” Mark barked, his voice echoing through the nearly deserted pizza parlor. He pointed at the handwritten sign taped to the counter: *Closed Forever.* His face was flushed, his usually jovial demeanor replaced with a simmering anger. He slammed his hand on the counter. He'd been coming here since he was a kid. This wasn't just a restaurant, it was a part of his history, and it was gone. He felt the sting of tears.

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