The interview was scheduled for tomorrow. She had to smile and be polite. “The Accidental Heiress: The Life of Isabella Rossi.” Isabella stared at the book, which she'd found on the kitchen table. Her fiancé had given it to her. He had read it. Her face flushed. She had to control herself.

She went to the bathroom, splashing cold water on her face. The mirror reflected a stranger, her eyes wide, her features taut. The pressure in her chest was immense. She wanted to scream, to lash out.

She grabbed a bottle of perfume and smashed it against the sink, the glass shattering. She hated feeling this way. She hated the feeling of being violated. The shards of glass glinted back at her as she stood there, breathing heavily.

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