The small apartment felt impossibly small. It was a suffocating space filled with the constant drone of French, issuing from the open laptop on the kitchen table. It was Isabelle, his wife, again. She'd been practicing for hours, a low, repetitive rhythm that grated on Leo's nerves.

Leo found himself avoiding eye contact, retreating to the bedroom and closing the door. He picked up a book, but the words swam before his eyes. He heard the slight imperfections, the mispronunciations, the desperate attempts at fluency.

He clenched his fists, finding a sharp, bitter edge to his thoughts. She would never understand, not really. This charade, this invasion of his heritage, it was insulting.

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