The flickering fluorescent lights of the clinic buzzed, amplifying the general air of annoyance. Amelia tapped her foot, the rhythmic thump a counterpoint to the nervous coughs and sniffles of the other patients. Each of them, she was sure, were simply being dramatic. Another wasted afternoon, another battery of pointless tests, all for a disease that barely registered on the medical radar. Now, this latest prick was just another inconvenience.

Across the waiting room, a man with a perpetually furrowed brow stared back. She knew the type - self-pitying, probably demanding special treatment. He looked utterly miserable, which she found grating, but she just turned away.

A nurse called out a name. It wasn't hers. Of course not. Amelia grunted, and checked the time.

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