The humid air of the pawn shop clung to Elias like a second skin. He swiped a hand across his forehead, leaving a smear of sweat. Everything in this place felt cheap, tarnished. He hated the smell of stale cigarette smoke and desperation that permeated the cramped space.

He spotted it immediately, tucked away in a dusty velvet tray. A simple, elegant platinum band, a single, perfectly cut diamond. He scoffed under his breath. Grandmother's ring. Probably pawned off for a few dollars by some desperate soul who didn’t understand its true worth.

He tapped the glass, summoning the shop owner, a man with a perpetually bored expression. “How much?” he asked, his voice flat. He didn’t care about the price; he just wanted to get it over with, this whole charade.

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