The courtroom felt suffocatingly formal. Emily shifted in her seat, the crisp fabric of her business suit suddenly scratchy and restrictive. She’d come here expecting a straightforward divorce hearing, not this bombshell of a revelation. The DNA results, presented as evidence, were a sword through her heart.

Her lawyer was offering platitudes, but she barely heard them. The accusations, the denial, the years of shared history... all reduced to a cold, clinical analysis. Her life had been rearranged, rearranged without her consent.

She rose to her feet, her legs unsteady. The room spun. She wanted to scream, to lash out, to rend the world apart. But all she could manage was a tight, controlled breath.

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