The cafeteria buzzed with the usual chatter, but for him, the noise was a grating symphony of idiocy. He shoved the crumpled paper into his pocket. A single, damning "D" stared back at him from the top. He thought about the hours he wasted in class, trying to engage with this useless material.

He scanned the room. There, at the far table, sat the professor, deep in conversation with a group of giggling students. Their laughter made him want to retch. He pictured the professor, full of himself, handing out grades like some kind of divine decree.

He picked up his tray and marched through the crowded room, deliberately bumping into the professor's table. He didn't apologize, just kept walking, leaving a trail of spilled coffee in his wake.

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