The first thing David did was pour himself a double shot of espresso. His hands were shaking. Professor Miller, the bane of his existence, was departing. Finally. The man’s passive-aggressive feedback, the endless edits, the way he always seemed to know exactly when David was at his weakest. It was all ending.

He slammed his mug down on the table, the ceramic rattling. He imagined Miller, packing up his office, his perfectly organized files, his smug grin.

A slow smile spread across David's face, a smile that didn't reach his eyes. He pictured himself, free of Miller’s shadow, finally producing something that actually mattered.

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