David spent the entire afternoon in his car, parked in front of the author’s sprawling mansion. He considered going to his front door, and seeing if he could get a glimpse of him. He imagined him as an old man, and wondered if he would have remorse. The thought of this man was nauseating. He had read his words, lived with them, and now he realized they were not his.

The house, a monument to his ill-gotten gains, sat on a hill, bathed in the golden light of the setting sun. He wanted to scream. He wanted to break something, to destroy something. He wanted to confront him, to see the fear in his eyes. Instead, he just sat there, the engine idling, the air conditioning blasting.

He made a sudden decision and turned the car off, and exited the vehicle. He walked around to the trunk and began grabbing a variety of tools.

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