The stairs groaned with each of Amelia's steps. She'd assumed the attic would be clean. *Of course*, she thought, bitterness welling in her chest, *it wouldn’t be.* The previous owners, a family named the Smiths, had clearly thought they could just walk away and leave all their baggage behind.

A half-finished tapestry of a swan lay draped across a dusty easel. It looked expensive. There were boxes full of old books and records. She picked up a record album cover, a picture of a smiling couple dressed in outlandish clothes. *Probably thought they were so clever.*

She kicked a dented metal lunchbox with her toe. Inside, she found a half-eaten sandwich and a crumpled napkin, as if the previous inhabitant had decided on their last day that they were too good to clean up after themselves. She was the one who had to deal with the mold, with the garbage. A slow burn of resentment simmered in her stomach.

Emotion: scornful

Cluster: Anger / Hostility
PC1 (Valence): -0.76 Negative
PC2 (Disposition): 2.07

Role in Research

This story is one of 1,000 stories generated for the emotion scornful. 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 scornful stories, after denoising with neutral dialogue baselines, produces the scornful emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the scornful vector is projected through the unembedding matrix.

Promoted:
l0.406
C0.391
S0.276
I0.268
0.243
Suppressed:
own-0.396
unexpectedly-0.288
Suddenly-0.260
soon-0.256
serendip-0.256