The fluorescent lights of the office hummed, a relentless, irritating drone that matched the thrumming in Michael’s temples. He gripped the edge of the conference table, his knuckles bone-white. They’d brought *him* in - fresh out of some university program, brimming with enthusiasm and ideas about "synergy" and "disrupting the market." Michael had been doing this job for seven years. Seven years of late nights, missed lunches, and the slow, grinding satisfaction of a job well done. And now, this…this eager beaver.

He took a sharp breath. "Right, let's start with the CRM system," Michael said, his voice clipped. He gestured towards the monitor with a deliberate, slow movement, each finger splayed wide.

His stomach clenched. He could practically feel the younger man's eyes, wide and expectant, boring into him. This was a joke, a cosmic prank.

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