He’d known, of course. He’d known this day would come, some critic, some nobody, would come along and try to tear down what he had built. He tossed the review onto the table where it landed haphazardly amongst the scattered coffee cups and half-eaten pastries.

"Incompetent," the critic had written. "Uninspired." John felt the familiar heat rise in his chest. He was not those things.

He grabbed his car keys and slammed the door as he left the restaurant. He sped around the corner, leaving the review and his business in the past. His mind raced as he began to devise a plan.

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