The attic air hung thick and dusty, coating Amelia’s throat with a film she had to swallow against. It was her mother’s things, of course. Always her mother’s things. Amelia had been tasked with sorting through the detritus after the will was read. Boxes overflowed with moth-eaten shawls and chipped china dolls, but the cardboard container labeled “School Stuff” felt like the final indignity.

She yanked the lid off, a curl of her lip twisting as she caught sight of the first essay. The handwriting, a childish scrawl, was instantly recognizable. “The Importance of Bees,” it declared. Amelia huffed, tossing it onto a growing pile. She hadn’t expected this level of… sentimentality. It felt almost accusatory.

The room seemed to shrink with each crumpled worksheet and crayon-stained drawing. The sheer volume of it – every single book report, every spelling test – was oppressive. This was her mother, reduced to this. And Amelia, forced to sift through it all. She felt a knot tighten in her stomach, a familiar clench when faced with the uncomfortable.

Emotion: disdainful

Cluster: Anger / Hostility
PC1 (Valence): -0.31 Negative
PC2 (Disposition): 1.79

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.419
l0.404
S0.387
T0.282
I0.257
Suppressed:
own-0.335
unexpectedly-0.285
Suddenly-0.246
previously-0.245
until-0.242