The email sat in her inbox, subject line: "Advance Copy." She almost deleted it, but curiosity, or perhaps a morbid fascination, got the better of her. She clicked, and the words on the screen slowly morphed into a grotesque caricature of her life. A life, she thought, that was now public property.

She closed her laptop with a snap. The screen's glow seemed to mock her. She felt sick, disgusted. She took a long, hard look around her apartment. She felt exposed. This invasion was a brutal attack, a violation.

She would not let this stand. She started composing a scathing response, the words flowing like a bitter, unrelenting stream. She'd rip the book and its author to shreds.

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