The brightly colored classroom was a garish reminder of the past. The same posters, the same alphabet chart. It was like stepping into a time machine, only the destination was a place she desperately wanted to avoid. Miss Davies. Just the name made her skin crawl.

"Mom, can we go?" Mia asked, fidgeting. Jenny forced a smile, but her voice was tight when she said, "Of course, sweetie." The thought of Mia being subjected to the same rigid rules, the same petty judgments, was unbearable. She had a sudden, overwhelming urge to protect her daughter from this woman.

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