"Un-freaking-believable," Mark growled under his breath, watching the flight status on the screen. Delayed again. He clenched his jaw, the muscles in his neck bunching. He had a job interview that could change his entire life. It was a golden opportunity, the culmination of years of hard work, and now this…this was going to ruin everything.

He felt a burning sensation in his stomach. He’d spent all his savings on this trip. The suit he was wearing felt like a cage. He looked around the waiting area, trying to find some semblance of calm. The cheerful music that piped through the speakers grated on his nerves.

He pictured his competition, the other hopefuls, already there, making their case. He kicked the side of a nearby vending machine.

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