The sun was beating down on the patio, making the heat even more oppressive. I leaned back in my chair, trying to appear relaxed as Michael, with his carefully cultivated tan, launched into another story about his "high-stakes negotiations" and his "lucrative investments."

His voice, usually boisterous and friendly, now sounded thin and desperate. I’d seen his bank statement. I knew his debts. He was swimming in a sea of red ink.

The smugness on his face was infuriating. I wanted to see the look on his face when it all went to hell. The urge to laugh, a wild, uncontrolled cackle, threatened to break loose.

I forced a smile, a tight, artificial thing. "Fascinating," I said, my throat feeling constricted.

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
šŸ‘Ž0.262
Suppressed:
own-0.367
unexpectedly-0.303
serendip-0.265
Suddenly-0.253
previously-0.250