The silence of the early morning was broken by a sharp intake of breath. The driveway, usually occupied by his aging pickup, was conspicuously vacant. Leo's face hardened, his jaw clenching. He surveyed the street, searching for any sign of his vehicle.

A crumpled paper clutched in his hand confirmed his suspicions. It was a notice, a crude summons to the impound lot. "Violation: Obstructing the public right-of-way." He laughed, a short, bitter sound.

The thought of dealing with the city, with their faceless bureaucracy and their endless rules, made his blood boil. He’d parked there for years. Years!

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