The results landed like a physical blow. The computer screen blurred as her vision tunneled. She felt her face burn, skin prickling with a sudden, unwanted sensitivity. Her carefully constructed life, the one she’d painstakingly crafted, now felt like a paper house in a hurricane.

She stormed out of the house, slamming the door so hard the glass in the front window rattled. She needed air, needed to be away from the stifling atmosphere of her family. She walked until her legs ached, the world a washed-out landscape of muted colors.

That evening, she found herself at a bar, the noise and the dim light a slight comfort. She watched the other patrons, their comfortable camaraderie a foreign language she couldn’t understand. She took a long, hard pull from her whiskey, refusing to acknowledge the ache in her chest.

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