She poured a glass of wine, the red liquid sloshing over the rim of the glass. The listing boasted “a gourmet kitchen, perfect for entertaining.” She’d spent countless hours in that kitchen with her mother, learning to bake cookies, the aroma of cinnamon and sugar filling the air.

She wandered through her own apartment, picking up objects and putting them down, restless. The feeling was a weight, a physical presence. The meticulously staged photos of the house felt like a slap in the face. Each picture displayed a different version of reality. She began to wonder if her memories were even real.

The wine went down in a single gulp, the alcohol burning a path.

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