She'd been waiting for an hour. The bus was late, the wind was biting, and the coffee in her thermos had gone cold. She ducked into a small, cluttered bookstore to escape the downpour. She found a copy of “The Odyssey,” hoping to lose herself in the tale.

A letter tumbled out as she opened the book. It was a formal invitation to a party. A lavish party, she could tell. She looked at the invitation, the beautiful script. She imagined the champagne, the laughter, the elegant guests. She felt a bitter taste in her mouth.

The bus rumbled outside. She crumpled the letter in her hand, then pushed it back into the book with a careless shove. She wanted the storm to pass. Now.

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