The neon glow of the flight status board, always announcing a further postponement, felt like a personal insult to Michael. He leaned heavily against the wall, his head throbbing. He had to make the last train home. The flight was delayed, and the train was scheduled.

He'd been looking forward to this trip all week. He needed to get away, to reconnect. The delays were adding extra to the stress he had been trying to escape.

He rubbed his temples, trying to ward off the building headache. He had to find a solution. He needed to get home. He began to check alternative routes, frantically searching for any possible way out of this impasse. He would make it home. He *had* to.

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