The symphony hall was filled with the murmur of anticipation, but the only sound Helen could hear was the frantic pounding of her own heart. She hated this. She hated him. She'd found the concert ticket stub. Two tickets.

He had promised her, a romantic evening, with her and him. He had lied. She spotted the person with him. The woman's hair. The woman's dress. The tickets.

She made her way to the seats. She wanted to know the truth. He looked up, his face a mask of shock. The symphony began, but Helen heard nothing.

She leaned in to the woman. “Who are you?”

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