The fluorescent lights of the pawn shop buzzed, mirroring the agitation in Amelia’s chest. Everything felt heavy, even the air she was breathing. She hated this part of town, the grimy streets and the vacant stares of the people shuffling along. She’d come here, clutching the crumpled paper with the address, on a whim, a desperate attempt to feel something other than this crushing emptiness.

The ring, nestled in a velvet display case, seemed to glow in defiance of the gloom. It was unmistakably Grandma Elsie's. Amelia’s fingers, clammy, traced the outline of the diamond. A knot formed in her throat.

"How much?" she croaked, her voice barely a whisper. The pawnbroker, a man with eyes that seemed to have seen too much, offered a shrug. "A hundred and fifty. It's a beauty, though." The words bounced off Amelia, leaving her feeling even more hollow.

Emotion: worthless

Cluster: Sadness / Despair
PC1 (Valence): -2.10 Negative
PC2 (Disposition): -0.15

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
L0.427
S0.405
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255