The music in the pub was deafening, but Liam felt the pressure building behind his eyes. He had been anticipating a calm evening. Then, he bumped into the person he had been anonymously flirting with. "LovelyLilac" was her user name. Here she was, laughing with friends near the bar.

He felt the muscles in his neck tighten. He had written her dozens of heartfelt messages, poured his soul into every single one. Had it all been for nothing? A hot, stinging sensation burned behind his eyes.

He didn't know what to do. His hands were clenched so tight, he was certain he'd leave nail marks on his palms. He considered leaving. He considered confronting her.

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