He was there, towering over the cake table as if he owned it. Sarah’s knuckles were white as she clenched her purse straps. The sugary scent of buttercream suddenly made her stomach churn. Her heart hammered against her ribs, a frantic bird desperate for escape.

She’d thought she was ready, truly. Prepared to be civil, perhaps even friendly. But seeing Liam, so casually handsome in his tailored suit, filled her with a simmering heat. She wanted to scream.

"And here I thought I’d finally escape the endless parade of ex-boyfriends," she muttered under her breath. The bridesmaid beside her raised an eyebrow, but Sarah just plastered on a fake smile, the corners of her mouth twitching.

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