The gallery was pretentious, the art was confusing, and the people were even worse. Amelia surveyed the room, her expression unreadable. She’d been strong-armed into attending by a friend who swore this "emerging artist" was a genius. Honestly.

She glanced at the book she had brought with her, a second-hand copy of "Anna Karenina". A folded note fell from the pages. It was an invoice. She picked it up, noticing the amount. She could have bought herself a new dress. That would have been more fun.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242