"Charming Colonial, Meticulously Maintained." The words on the listing felt like a personal insult. She'd known this day was coming, of course. Her parents were gone now. But seeing the glossy photographs, the curated perfection… it felt like a betrayal. A theft.

She grabbed a half-eaten bag of chips and ripped it open, the crinkling sound a defiant crackle in the silence of her apartment. She munched loudly, each bite a pointed act of rebellion against the pristine reality presented on the screen. The salt stung her dry lips.

She imagined the new owners, the ones who would move in and rearrange everything, and the idea of that was a punch to the gut. The world was full of people who didn’t understand, who didn’t *know*.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256