The sudden, loud thud of the door slamming echoed through the otherwise silent apartment, making the dishes in the drying rack rattle. He couldn't believe it. He’d specifically told Emily, *no pets*. He had a very good reason, too, as she knew. Their lease was up in two months!

He kicked a stray shoe across the room. He felt a fire in his chest, consuming him. The idea of living alongside a slobbery dog while he was stuck here felt… unacceptable. He wouldn’t be able to sleep, his gut told him. He leaned against the wall, taking deep breaths, trying to suppress the rising flood of anger.

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