The attic air hung thick and dusty, coating Amelia’s throat with the taste of neglect. Boxes overflowed, spilling their contents across the cracked floorboards. Her mother’s name, scrawled in a frantic hand on a cardboard box, was the only indication of its contents. Amelia peeled back the lid, expecting moth-eaten shawls and faded photographs. Instead, she found it: a chronological collection of her academic life, meticulously preserved.

Inside, a crumpled book report, its edges softened by time, revealed a familiar, childish scrawl. Amelia picked it up, her fingers tightening around the paper. A wave of irritation washed over her. She knew, with a certainty that settled in her stomach like a stone, what she would find. Perfection. Every single assignment, carefully graded, annotated, and filed away.

The audacity of it made her clench her jaw. She tossed the report back into the box, the action a sharp and decisive movement. It wasn’t a nostalgic treasure trove. It was a monument to expectations, a silent judgment that had followed her for years.

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