The room seemed to spin. Jessica reread the email. *Acquisition Complete*. She gripped the edge of her desk, her knuckles bone-white. She felt a sharp pain in her chest, a physical manifestation of her outrage. All of the effort, all of the late nights, the sacrifices…for what?

She slammed the laptop shut, the metallic sound echoing in the silent office. She needed to escape. She grabbed her bag and stormed out of her office without a word. The elevator doors closed with a finality that mirrored the feeling of her situation.

She needed air. She needed to walk. She needed to *do* something to stop her mind from racing.

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