The delivery driver looked at her expectantly. Ms. Bell accepted the package, her expression unreadable. It was from Justin, the most arrogant student she'd ever had the misfortune of teaching. He'd always believed himself superior to everyone else.

Inside, a sleek, expensive pen. Engraved with his initials. The gesture felt deliberately performative, a flaunting of his success. She couldn’t stand it.

She glared at the pen, then at the box. She considered the value, then took a hammer and smashed the pen. She threw it away.

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