The cheap, floral-scented air freshener hanging in the bathroom suddenly felt nauseating. Liam glared at the closed door of his dorm room. He’d left his journal on the desk, right next to where Chloe always sprawled out to do her makeup. He pictured the way she’d feign innocence, her eyes wide and guileless, if he confronted her. Ugh. He dragged a hand through his hair, the gesture more akin to scratching an itch he couldn’t reach.

He’d almost decided to ignore it, to pretend he hadn't seen the suspiciously angled pages when he’d returned from his morning class. But the sheer gall of it – the audacity! – simmered under his skin, a slow, burning rage. He grabbed his worn leather jacket, the familiar weight a small comfort, and slammed the door a little harder than necessary.

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