He’d almost refused. Nearly told them all, "No, thank you." The thought had burned in his chest, a hot ember that threatened to ignite. Now, here he was, staring into the bathroom mirror, the perfectly knotted tie a suffocating symbol of forced civility. The knot seemed impossibly tight, strangling him slowly. His knuckles, white, tightened around the edge of the sink. He hated this, every single facet of this curated performance.

He pictured his father’s smug smile, the way he always deflected, the way he'd always chosen everything but him. A sharp laugh escaped him, a bitter, strangled sound. He splashed water on his face, roughly, trying to wash away the rising tide of… well, it didn’t matter what it was. He was here, wasn’t he?

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