The classroom was warm and stuffy, the air heavy with the scent of chalk and adolescent dreams. The professor, a cheerful man with kind eyes, held up the book. "And here's a prime example of a winning essay," he said, gesturing to the page. It was *his* essay.

He shifted uncomfortably in his seat. He felt a wave of coldness wash over him. The admiring glances of his classmates felt like a thousand tiny needles piercing his skin.

He focused on the scuff marks on his shoes, anything to avoid eye contact. He wanted to disappear, to vanish from the room, to escape the suffocating praise that seemed to cling to him like a second skin.

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