The musty smell of the antique bookshop usually comforted Elara. Today, however, it churned her stomach. Her daughter, Maya, trailed her fingers across the spines, eyes wide with a manic gleam Elara knew all too well. It was the same look she'd had, years ago, when she first stumbled into this very shop. “Oh, look, Mom! A first edition of ‘Alice’s Adventures’!” Maya chirped, already pulling the book from the shelf. Elara stiffened. *Of course*, she thought, her lips thinning.

Elara had spent decades meticulously curating her collection. Hours spent poring over catalogs, navigating obscure auctions, all for the satisfaction of owning a piece of history. Now, Maya was treating it like a playground, a place to accumulate and flaunt.

“Careful with that, sweetie,” Elara managed, her voice tight. Maya, oblivious, was already flipping through the delicate pages. The little imp.

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