The email arrived late on Friday afternoon. "Invitation to the Annual Art Collectors' Soiree." Richard. Head Curator. Or, as Emily now knew, a master of deception. She felt her chest tighten. She'd spent years listening to his pronouncements about art, his disdain for the "commercialization" of beauty.

She stared at the email, the cursor blinking mockingly on the screen. He was always so judgemental of everything else. Emily leaned back in her chair, the leather squeaking under her weight. She deleted the email without a second thought. The need to respond felt like a physical burden she had to shake off.

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