The librarian, bless her heart, had offered a consoling smile. “They get so many submissions,” she’d murmured. But Susan couldn't be appeased. She wanted to scream. She had spent years working on the book. Now the publishing house that was supposed to catapult her to stardom had delivered a curt, dismissive letter. She crumpled the rejection in her hands, her fingers flexing. She considered returning the library books, overdue as they were, and telling the woman at the desk to shove them where the sun don’t shine.

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