The air in the cramped, smoky bar was thick with the scent of stale beer and desperation. Across the rickety table, Brian was boasting about his success as a "venture capitalist," the words dripping with smug self-importance.

I knew he was broke. I’d seen him trying to sell his beat-up car last week. He was living in his mother’s basement.

My knuckles were white from gripping my beer glass. The way he looked at me, expecting admiration, ignited a fire within me. I wanted to pull him down, to expose him for the fraud he was.

His words felt hollow, like a bad joke. I took a long, slow swallow, the bitterness of the ale doing little to quench the burning sensation in my gut.

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