The review was a paper dart aimed at his chest. "Unambitious," it read. The words felt like a physical blow. He crumpled the paper in his hands, then tossed it into the nearest bin with a distinct sense of finality. It was not a feeling he often felt, and it left a strange, hollow feeling in his gut.

He grabbed his apron and walked back to the kitchen, his movements stiff and deliberate. He stared at the prep table, at the vegetables waiting to be chopped, the sauces waiting to be stirred. Everything felt somehow diminished.

"Double the chili in the sauce!" he bellowed. His voice was a rasp.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242