"Just like that?" Amelia spat the words out, each syllable laced with venom. Her palms were slick with sweat, and she wiped them on the worn fabric of her jeans. Across the small, cluttered office, Professor Chen remained stoically calm, a picture of infuriating serenity. "After three years? After *promising* to see me through?" The air seemed to crackle with her frustration. She wanted to scream, to shatter the placid quiet of the room. Instead, she rose abruptly, nearly knocking over her chair in her haste to leave.

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