The article, with its scathing assessment, was pinned to the wall, a taunting reminder. Chef Ingrid eyed it with narrowed eyes. "Undercooked," the review said. "A pale imitation." Ingrid's hands tightened into fists, her knuckles turning white.

She dismissed the waitstaff with a flick of her wrist. "No more small talk. I need complete silence," she snapped. Her gaze darted around the kitchen, assessing the scene. The rhythm of the work was off. It was *wrong*.

She grabbed her apron with a suddenness that made the fabric rustle. Ingrid would show them perfection. She would refine every technique, every ingredient. She would make them eat their hearts out, and then she would laugh.

Emotion: contemptuous

Cluster: Anger / Hostility
PC1 (Valence): -0.40 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion contemptuous. 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 contemptuous stories, after denoising with neutral dialogue baselines, produces the contemptuous emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the contemptuous vector is projected through the unembedding matrix.

Promoted:
C0.502
l0.423
fact0.287
either0.265
👎0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250