The smug curator approached, eyes shining with what she seemed to believe was genuine appreciation. “Your sculpture, 'Guardian,' is proving to be quite popular,” she said, her voice dripping with artificial sweetness. I looked at the sculpture, now crammed between a piece of street art and a painting of a dog wearing sunglasses. My jaw locked. “Popular,” I repeated, my voice a dry rasp. I turned and walked away, the curator's vapid chatter fading behind me, the sound of her insincere words making me want to scream.

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