She slammed the laptop shut, the metallic clang a punctuation mark on her disappointment. Across the room, her roommate, hunched over a textbook, didn't even flinch. Figures. She’d been expecting this. The whole application process felt like a pointless exercise in groveling. She pictured the committee, smugly passing judgment, probably deciding to give the money to someone "more deserving." She stalked over to the window, shoving aside the cheap blinds. The campus, bathed in the afternoon sun, looked ludicrously cheerful.

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