The attic air tasted of dust and forgotten things. Eleanor pulled the overflowing box toward her, sunlight slanting through a crack in the boarded-up window. Her mother's handwriting, she knew it immediately. The neat, looping script felt like a deliberate insult, a relic of a time when her mother possessed a semblance of order.

Eleanor grabbed the letter, its yellowed paper brittle. The salutation, “To Whom It May Concern,” already sparked a flicker of annoyance. Her mother, the paragon of domesticity, couldn’t even be bothered to address the letter to a specific person.

A smile stretched across Eleanor's face, cold and hard. It was addressed to the university, the job she hated, the one she escaped to be a housewife. She scanned the stilted prose, the careful phrasing, the desperate plea for a clean break. The thought of her mother, reduced to this, was almost entertaining. She threw the letter back in the box and closed the lid.

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