The world seemed to shrink around Kevin, the fluorescent lights in the office suddenly too bright, the air thick and suffocating. *Company to be Acquired*. He felt a cold wave wash over him, leaving behind a churning knot of unease in his stomach.

He leaned back in his chair, his hands fisted at his sides. He thought of the impending layoffs, the uncertainty, the fear of losing everything he'd worked for. He hated it. Hated the feeling of powerlessness, the feeling of being at the mercy of forces he couldn't control.

He slammed his hands on the desk, making a loud, defiant noise. He needed to speak to someone, to vent. He quickly reached for his phone, determined to get answers, and make himself heard.

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