He was standing near the bar, looking predictably handsome. Liam. Damn him. He caught her eye and gave a small, almost apologetic, smile. Sarah turned away, feigning intense interest in a particularly vibrant painting of a rooster.

Her knuckles were white as she gripped her clutch. The air in the reception hall felt suddenly thick, the cheerful chatter of the guests a grating symphony. She could feel the pulse in her temple, a steady drumbeat of resentment.

Later, she found herself cornered near the dance floor. He approached, his posture carefully casual. “Sarah,” he said, his voice low, “you look… beautiful.” She fixed him with a stare so icy, it could have frozen the champagne.

“You’re mistaken,” she replied, her voice devoid of warmth. “I look fine.” She sidestepped him, the rustling of her silk dress a sharp sound in the noisy room.

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