He’d always considered himself above this. Arthur, now relegated to the shipping department, watched a forklift maneuver pallets, its movements clumsy and slow. He clenched his jaw, the image of his former office, the sleek glass and chrome, burned in his mind.

“Alright, new guy, you’re on the labeling machine,” a burly man with a handlebar mustache barked. Arthur barely acknowledged him. He examined the machine, running his hand along its cold, impersonal surface.

His fingers itched to grab the sleek Macbook he usually had at his fingertips. The air smelled of cardboard and desperation. He imagined the other employees, oblivious to his superior intellect, his higher station in the corporate pecking order.

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