The blood rushed to Miles's head. He found himself staring across the dance floor. It was *her*. Olivia, and she was laughing, genuinely laughing, with a man who was most definitely not him. He felt his jaw clench.

He’d avoided this. He’d carefully assessed the guest list, convinced he was safe. He'd even taken the precaution of bringing a date, a woman he barely knew, for protection. This whole affair felt like a deliberate act of sabotage.

He excused himself from the small talk he was engaged in, the words of the conversation now nothing but a meaningless jumble. He needed air. He needed to get away from the sight of her happiness, a happiness he felt robbed of.

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