The flickering neon sign of the pawn shop cast long shadows across the alley. Leo, his head bowed, shuffled along, the cold wind slicing through his thin jacket. He was late on rent again. He hadn't eaten in almost a day. He spotted something lying near a dumpster: a leather wallet, expensive, and obviously lost.

He picked it up, flipping it over in his calloused hands. Inside, a substantial amount of money. Enough to make the landlord disappear, to buy food, to maybe even to escape the constant desperation he felt. He took a deep, shaky breath, the metallic tang of the dumpster filling his lungs.

The weight of the wallet felt heavy in his hands, like an anchor. He stared at it, a battle raging within him. What was the point, anyway? He felt like a pawn in a game he didn't understand.

He walked away, leaving the wallet in the alley.

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