The coffee tasted like burnt motor oil, as if the universe was actively conspiring against him. Thomas slammed his mug down on the table, the ceramic clinking loudly. The clatter echoed in the almost empty cafe, and he hated himself for the unwanted attention. He could feel his pulse hammering against his temples.

He’d spent the morning hunched over his laptop, battling emails, trying to maintain some semblance of control. That was before his phone rang, another doctor’s appointment postponed. Now this, this dreadful, bitter coffee. He rose abruptly, shoving his chair back with a violent screech, and headed for the door, leaving the half-drunk brew and a small mountain of unpaid bills on the table.

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