He stared at the book, *Zen and the Art of Motorcycle Maintenance*, with a sudden distaste. He'd been hoping to use the principles in the book to improve his workflow. But when he opened it, a pressed wildflower and a note fell out. “Forever Yours,” it read. It seemed his current struggles were nothing compared to whatever romantic past was documented in the book’s hidden message. He ground his teeth, feeling the familiar prickle of being overlooked. He felt… small. He slammed the book shut, the sound echoing in the silent room.

Emotion: insulted

Cluster: Anger / Hostility
PC1 (Valence): -0.98 Negative
PC2 (Disposition): 1.46

Role in Research

This story is one of 1,000 stories generated for the emotion insulted. 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 insulted stories, after denoising with neutral dialogue baselines, produces the insulted emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the insulted vector is projected through the unembedding matrix.

Promoted:
l0.354
0.277
0.267
C0.237
🤬0.233
Suppressed:
own-0.325
давно-0.229
adventurous-0.223
soon-0.219
optimistic-0.217