Her mouth was set in a tight line. Dr. Lee, the woman who had always given her the cold shoulder, was stepping down. A new job, they said. Away from the university. Fine. Whatever.

Sarah pushed a stray strand of hair behind her ear, her fingers trembling slightly. She’d spent countless hours in Lee's office, being subtly dismissed.

She picked up her phone, scrolling through her contact list. There would be a deluge of messages from the other students, their panic evident. She wouldn't be one of them. She would handle this.

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