“Great to have you on the team!” The enthusiastic greeting from her new team leader felt like a punch. Jessica wanted to scream. She had spent years working on special projects. Now, she was in data entry.

She sat down at her new desk, the chair creaking beneath her weight. She saw the rows and rows of numbers on the computer screen. She began to type, her fingers moving slowly, deliberately. The noise of everyone else typing was irritating.

Her mouth felt dry, her throat tight. She stared at the screen, a vast expanse of meaningless data. She knew she was better than this. She would make them all regret this.

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