The crisp white cover of the book felt slick beneath her trembling fingers. “The Life and Times of Evelyn Reed,” it proclaimed in bold, gold lettering. She’d never authorized this. Never spoken to a biographer. Heat prickled under her skin, a relentless summer rash. She slammed the book onto the kitchen counter, the ceramic mug of lukewarm coffee sloshing dangerously close to the edge.

Her jaw clenched. The audacity. She stalked to the window, peering out at the manicured lawn she’d spent years perfecting. The green, once a source of pride, now felt mocking. She wished she could yank up every blade of grass, just to have *something* to attack.

The phone rang, its shrill noise slicing through the suffocating silence. It was her neighbor, Mrs. Gable, gushing about how much she was enjoying the book. Evelyn hung up without a word, the sound of Mrs. Gable’s voice echoing in her ears like nails on a chalkboard. She grabbed the book again, ripped off the dust jacket, and began methodically tearing pages from the binding, letting the shredded paper drift to the floor.

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