"A doctor, saving lives," James muttered under his breath. He watched as David, dressed in impeccably tailored suit, talked animatedly with the other guests at the party. Everyone thought so highly of him. It was a joke.

James reached for another canape, his fingers fumbling slightly. The taste of the smoked salmon did nothing to calm the knot that had formed in his stomach. He looked around the room, at the people laughing and congratulating David. The whole scene felt like a meticulously constructed play, and he was the only one in the audience who knew the script.

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