"Bloody book," Sarah muttered, tossing the paperback onto the kitchen table. The plot was ludicrous, the characters were paper-thin, and the ending was frankly insulting. She'd purchased the book from a charity shop, hoping for a pleasant escape, but it had only fueled her bad mood.

A small, folded piece of paper fluttered out as she slammed the book. She grabbed the letter, and a fresh wave of agitation washed over her. It was a receipt for a romantic dinner for two, a receipt for a meal from a restaurant she’d always wanted to go to.

She stared at the receipt, picturing the couple, the candlelit table, the perfect evening. Her nails dug into the palm of her hand. Her pulse hammered in her ears. Where was her perfect evening? She felt an unwelcome urge to tear something.

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