The fluorescent lights flickered, a maddening strobe in the cramped metal box. Sarah clenched her jaw, the muscles in her face tightening with each erratic pulse. Three hours. She glared at the "Out of Service" sign plastered haphazardly across the control panel. That useless Mr. Henderson, the building superintendent, was probably off enjoying a leisurely lunch while they were trapped.

Her colleague, Mark, was humming some inane tune. She almost snapped. Instead, she took a deep breath, trying to control the tremor in her hands. The air was thick, stale. It felt like the walls were closing in, squeezing the oxygen from her lungs.

"Do you *mind*?" she finally managed, her voice tight. "That infernal noise is not helping."

He just looked at her, blinking. Sarah fought the urge to stomp her foot. Three more hours, and she'd be late for her dinner reservation. And then what? She’d just have to call and cancel. Utterly ruined.

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