His hands were clenched so tightly that his nails were digging into his palms. He didn’t want to be here. Seeing Maya, radiant in a shimmering gown, triggered a volcanic eruption of fury he had carefully suppressed for months. He felt like his head would explode.

He had thought, with some false comfort, that time had done its work. Seeing her reminded him how easily she had moved on. The injustice of it all, the audacity of her presence, made him see red.

He stumbled backwards, knocking over a champagne flute. The sound echoed in the sudden silence, drawing the attention of everyone around. He didn't even apologize.

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