The awards ceremony was supposed to be a celebration. But as Amelia watched, a tight knot formed in her stomach. On stage, accepting the "Best New Cookbook" award, was her former colleague, David. His acceptance speech was all about his "original research" and "innovative approach." The book's cover, depicting his face, was a source of additional pain.

Amelia’s blood felt cold. The book was a collection of their shared notes, her meticulous research, her ideas, all repackaged and presented as his. She'd done the bulk of the work.

She forced a smile, clapping politely with the rest of the audience. The feeling of being completely invisible washed over her. She knew that any attempt to speak up would be fruitless.

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