The musty smell of the secondhand bookstore clung to Amelia's fingers as she flipped through the pages. Another dud. Most of the books were dog-eared, the stories tired. She'd been on a mission, seeking a distraction from her sister's upcoming wedding, a saccharine affair she was already bracing herself for.

Her fingers brushed against something stiff. A letter, yellowed with age, fell from a copy of *Pride and Prejudice*. Amelia picked it up, her lip curling slightly. Someone’s secret. What a cliché. She scanned the faded script, her gaze flitting across the flowery prose.

“Oh, spare me,” she muttered, tossing the letter onto the stack of rejected books. The wedding, she thought, would be far more agonizing.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250