He stood in the bookstore, staring at the biography, displayed prominently in the window. The words on the cover, his name, felt like a brand. People were already glancing at the book, whispering and pointing. He felt exposed, a specimen under glass. He didn't want to exist in this way.

He walked inside, past the shelves. The place felt different now. He picked up a copy of his biography, flipping through the pages. Each sentence felt like a fresh wound. He found the writer's name on the back cover.

He strode to the information desk. The cashier, a young woman with a bored expression, looked up. "I need to speak to the manager," he told her, his voice tight.

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