The flimsy notebook lay open on the kitchen counter, its spiral binding warped from overuse. Amelia, perched on a stool, scanned the childish scrawl with a pursed lip. "Ride a mechanical bull?" she muttered, her eyebrow arching high. Honestly. After five years, *this* was what occupied his innermost thoughts.

She flipped a page, her fingers tapping impatiently against the paper. A bullet point read, "Learn to play the ukulele." Of course. Another frivolous pursuit to add to the pile. He'd probably buy one and let it gather dust, like that art kit she'd gotten him for his birthday, still wrapped in its cellophane.

The kettle whistled, cutting through the silence. Amelia glared at it. She'd put the kettle on for tea, as usual, but the mere thought of sharing this house, this life, with someone who valued such inanities filled her with a simmering irritation.

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