Rain slicked the driveway, reflecting the sickly yellow glow of the streetlights. Mark squinted, the water blurring his vision as he strode forward. His boots splashed in a puddle as he registered the empty space, a black void where his truck usually dominated the landscape. "Unbelievable," he hissed, the word a whisper of pure contempt.

He found the note tucked under the windshield wiper - a pathetic, flimsy thing. "Illegally parked. Vehicle towed." He crumpled it in his fist, the paper crackling under the pressure of his grip.

A skinny figure in a neon vest emerged from a darkened tow truck. "You the owner?" the man mumbled. Mark fixed him with a look that would have withered a lesser being. The guy, to his credit, didn't flinch. Mark just wanted to get it over with.

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