The coffee shop buzzed around Sarah, but she barely registered it. The article on her phone detailed the blatant appropriation of her blog posts in Jasper Thorne's latest novel. She felt a tremor run through her, a physical manifestation of her outrage. Her hands, balled into fists, trembled on the table.

She rose abruptly, her chair scraping loudly against the floor. People turned to stare. She ignored them. She needed air, to escape the confines of this ordinary, cheerful space.

Outside, the city air offered no solace. The sun, usually a source of joy, felt like a mocking presence. She started walking, faster and faster, her stride long and aggressive, each step a testament to the boiling rage within.

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