The book lay open on her desk, the harsh fluorescent light of the office glinting off its glossy cover. "The Accidental Architect: The Story of Sarah Chen." Sarah felt her face flush. Her career, her *life*, reduced to a series of anecdotes and interpretations, all without her permission.

She slammed her fist on the desk. The pain, a sharp, immediate sting, was a welcome distraction from the slow burn of anger consuming her. She'd been a meticulous planner her whole life, in complete control. And now this, this blatant disregard, this violation of her privacy.

The phone buzzed with an incoming call from a journalist. She recognized the number. The author of the book, apparently, had arranged a promotional interview. Sarah stared at the phone, her hands shaking. She took a deep breath and deliberately smashed the phone against the desk, shattering it into tiny pieces.

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