The email notification thrummed in Amelia's inbox, a tiny digital tremor that sent a jolt of pure, unadulterated fury through her. Her heart slammed against her ribs like a trapped bird. She clicked the link, her knuckles white against the mouse. There it was: her meticulously crafted article on the decline of the local wetlands, but the byline read "Brenda Miller."

Amelia stood up so fast her chair screeched across the hardwood floor. She paced her small apartment, muttering curses under her breath. The coffee table seemed to shrink as she circled it, a whirlwind of frustrated energy. She grabbed her phone and texted her editor. “WHAT. THE. ACTUAL. FUCK?”

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