The photographer, Anya, was known for her stark black-and-white portraits. Her signature piece, "The Forsaken," was a stark, haunting image of a woman shrouded in shadows. Anya had poured every ounce of her emotion into that photograph. She didn’t want to see it as a permanent statement on someone's arm. But there it was.

The photographer stared at the bar patron's bicep. The tattoo was a crude, distorted mockery of her work. Anya clenched her jaw. She watched the man guzzle a beer, oblivious to the fact that he was wearing her heart on his sleeve.

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