The overly-sweet scent of Victoria's body spray was suddenly overpowering. The music blaring from the cheap speakers, that she'd requested, was infuriating. Michael sat on the edge of his bed, staring at the closed door of his roommate's bedroom. He knew, with a certainty that settled like a stone in his stomach, that she'd been reading his journal again.

He could feel a flush creeping up his neck. His hands were clenched into fists. He wanted to shout, to demand answers, to express his... frustration.

Instead, he took a deep breath, and walked outside, the world suddenly feeling a lot brighter.

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