The dog, a miniature poodle named Princess, started barking the moment the knock echoed through the house. It was Mrs. Gable, of course. Her lips were as thin as a razor blade. "The piano, dear," she said, her voice tight. "It's… interfering with my afternoon television."

Sarah suppressed a sigh. She’d practiced for an hour. A single hour. She looked at Mrs. Gable, standing there in her meticulously pressed housecoat, and felt a surge of something akin to amusement.

"Interfering, is it?" Sarah took a long breath. She walked to the piano. She smiled. She played a crashing chord. She repeated it. And she kept playing, the sound filling the hallway. The dog picked up the barking, and they played together.

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