The bell above the door chimed, a brittle, tinny sound that grated on Leo’s nerves. He clutched the crumpled receipt like a lifeline, his knuckles white. The air inside the shop was thick with the scent of old metal and despair, a fitting aroma for his current state. He hadn’t showered in days.

There, in a showcase lit by a single bulb, lay the ring. Grandma Clara’s ring. He’d messed everything up, every single thing.

"Can I help you?" The pawnbroker's voice, raspy and devoid of emotion, sliced through the already thin air. Leo swallowed hard, his throat tight. He mumbled a question, a plea, but the words felt lost in the vast expanse of his inadequacy.

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