He paced his apartment, the thin rug doing little to soften his steps. John’s phone lay discarded on the kitchen counter, its screen cracked from his earlier frustrated toss. The air in the room felt thick, oppressive.

He'd spent months diligently following the doctor's prescribed regimen, only to discover the results belonged to someone else. The cold fury he felt burned like acid in his stomach. He kicked a nearby ottoman, sending it skidding across the floor.

“This can’t be happening,” he muttered, his voice a low growl. The injustice of it all pressed down on him, a heavy weight threatening to crush him. He needed to get out, needed to breathe.

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