The small, cluttered office felt suffocating. Mark tapped his foot impatiently. His sister, Susan, was gazing out the window, a picture of insufferable serenity. He hated her.

"Mr. Mark will inherit the family’s law practice, including all current and future clients." He felt a sense of relief wash over him. His father had wanted this. He wanted this.

“Miss Susan will receive the family’s estate in the Scottish Highlands, and a collection of antique jewelry.” Susan turned from the window, her eyes bright with a strange, unnatural gleam. Mark’s jaw tightened. He wanted to smash something.

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