The sun was setting, casting long shadows across the overgrown lawn. My sister, Olivia, was inside, apparently marveling at a collection of porcelain dolls. I stayed on the porch, my arms crossed, watching the light fade.

I took a cigarette out of the pack I hadn't smoked in months, and lit it. The nicotine settled on my nerves, bringing no relief. This whole thing was a mistake. A massive, complicated mistake.

I watched the smoke drift away, imagining the possibilities. Selling, of course, was the most obvious. Renovating, she'd already started on a plan.
I ground my teeth together.

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