The will was read with a formality that grated on Amelia's nerves. Her brother, David, sat beside her, radiating an almost sickening air of contentment. He was to inherit the family business, a failing chain of dry cleaners. Amelia, the successful architect, was to receive a small, inconsequential apartment in a distant city.

She crossed her arms, the expensive silk of her blouse feeling constricting. David, always the favorite, had never shown the slightest interest in their father’s business. Now, he would be the one to “save” it. Amelia felt a surge of cold fury.

Later, outside, she watched David shake hands with the solicitor, a broad grin plastered across his face. She turned away, unable to bear the sight. Her hands trembled as she hailed a cab. She would not let this ruin her. Still, the apartment felt like a cage.

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