The accusation landed like a punch to the gut. The world seemed to tilt on its axis as Emily reread the professor's statement. Her vision blurred, and she felt a pressure building behind her eyes.

Her breath hitched in her throat. She clenched her jaw, her teeth grinding together. The injustice was like a physical weight, crushing her. All the effort, all the late nights, all the sacrifices – reduced to nothing by this baseless claim.

She rose from her desk, the chair scraping against the floor. She needed space, air, anything to escape the suffocating feeling. The air in the room felt too thick, too heavy.

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