“A fence, you say?” I drawled, leaning back against the porch railing. The afternoon sun, usually a welcome companion, seemed to mock me with its brightness. Mr. Petrovich, sweating under a too-tight polo shirt, beamed. His teeth, I noticed, were a bit crooked.

“Yes, just for a little privacy!” he said, his voice a touch too loud. He gestured vaguely at the space between our houses. As if I didn’t already value my privacy. As if his boisterous barbecues, with their questionable music and worse company, didn't already infringe upon it.

I crossed my arms. The heat of the day seemed to intensify, pressing down on me. I nodded slowly, deliberately. "Interesting." The word hung in the air, heavy with unspoken judgment.

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