The phone vibrated violently in her hand. Emily wanted to scream. "Absolutely not," she spat into the receiver, her voice tight with suppressed fury. Liam's claim that *she* had backed out of the project was a blatant lie. The emails, the meticulous planning, the shared excitement - she had invested so much. Now he was trying to rewrite history, conveniently forgetting his own last-minute cancellation. She paced the small kitchen, the linoleum cold beneath her bare feet, clutching the phone like a weapon. The injustice of it all - his casual dismissal of her efforts, the brazen disregard for the facts - was infuriating.

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