“We are terribly sorry for the inconvenience,” the letter began. The words felt like a slap in the face. Lily felt a surge of heat rush through her body. All that work, all the striving, all the sacrifices, and for what? To be told she was a mistake.

She thought of the recipient, someone who wouldn't understand the struggle, someone who had everything handed to them. It made her stomach churn. The world, which had seemed so promising just weeks before, now appeared cold and indifferent.

She gripped her hands so tightly that her nails dug into her palms. The campus, usually a place of hope, now felt like a prison. The sky was the wrong shade of blue, the birds sang with a discordant tone.

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