The drive home was a blur. He gripped the steering wheel so tightly his knuckles were white. The highway traffic, normally a minor annoyance, seemed deliberately designed to torment him. Every slow car, every red light, fueled the simmering frustration. He slammed his fist on the dashboard.

The radio blared a cheerful song. He turned it off, craving the silence. The silence didn't offer comfort. The images of his rival being congratulated still played in his mind.

He pulled into his driveway, the gravel crunching under the tires. He needed to be alone. He needed to unwind. He strode in and went straight for the bar.

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