The email sat in Eleanor's inbox, bold and obnoxious. "Your Teenage Musings Now Live!" the subject line screamed. A link was nestled beneath, mocking her. She swiveled away from her desk, the cheap chair groaning in protest. Sunlight, thick and cloying, streamed through the blinds, illuminating dust motes dancing a cruel jig. Her jaw clenched. She knew exactly what drivel resided within those digital pages.

She felt a flicker of heat in her chest. She grabbed a water bottle and slammed it down on the counter. The plastic made a rude sound against the granite. Years of adolescent angst, poorly-written poetry, and breathless confessions to a boy named Chad – all laid bare for the world to scrutinize. The audacity.

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