The fluorescent lights of the office seemed to hum with a malevolent energy, a sound that grated on David’s nerves. He slammed the stapler onto his desk, the plastic cracking a little. Just the other day, young Michael, fresh out of college, had been boasting about his starting salary. David, with five years of experience, found out Michael was making more.

He stared at his computer screen, the spreadsheet blurring before his eyes. He’d meticulously crafted that report, working late nights. Now, it felt like all the effort had been for nothing.

“David, could you…?” Brenda from accounting began, but stopped short, seeing his face. He grunted, then grabbed his keys and left. The stale air outside did little to soothe him.

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