The late afternoon sun cast long shadows across the living room as Eleanor rifled through the discarded junk mail. Another flyer for a local pizza place, another bill she was sure they'd already paid. Then, nestled amongst the usual detritus, she saw it: a manuscript. Bound in a cheap, faux-leather cover. Her name, hers and Daniel's, scrawled across the front in his familiar, loopy handwriting.

Her stomach took a sudden, unpleasant plunge. She'd known, of course, that Daniel was “working on something.” He'd been increasingly secretive lately, retreating to his study with the intensity of a monk. The incessant tapping on the keyboard had grated on her nerves for weeks.

Picking it up, she flipped open to the first page. A thinly veiled version of her. The way her hair fell, her habit of tapping her nails against the table when she was thinking – all meticulously recreated. He'd even included her unfortunate affinity for floral-print dresses. She closed the book with a snap, feeling a prickle of irritation behind her eyes. How utterly predictable.

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