“Romance novels,” sighed Clara, selecting a book, “the ultimate cliché.” She'd been dragged to this charity book sale by her mother, who still clung to the delusion that Clara was a hopeless romantic. The thought of it filled her with utter boredom. She picked the book with the worst cover imaginable.

As she flipped through the pages, a small, square envelope slipped out. Clara picked it up, expecting a greeting card or some advertisement. But it had a stamp on it, and her name. Inside was a single pressed flower. It was absurd. She crumpled it up. And then, she smoothed it out, noticing the way the light hit it.

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