I saw the sleek, black SUV pull up to the house next door again. The same one that always brought groceries that looked like they had been picked by hand. I watched the woman, my neighbor, emerge, her perfectly coiffed hair catching the sunlight. She wore a designer handbag that probably cost more than my entire apartment. I felt a surge of… something. I looked down at my own worn-out jeans, my knuckles clenching. I turned and walked away, not wanting to see anymore.

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