The garbage truck rumbled past, its stench a familiar greeting to Daniel's morning. He rummaged through the overflowing bin behind the diner, desperately searching for discarded coffee cups to collect for recycling. His joints ached. His back throbbed. He was a ghost in the city, an unseen presence. And then he saw it. A wallet, half-buried in a discarded pizza box.

He retrieved it. It was heavy, packed. His heart hammered in his chest. Inside, more money than heโ€™d ever dreamed of. He stood there, frozen, the smell of rotting food filling his nostrils, the bustling city life oblivious to him.

He pictured his small, cramped apartment, the leaky roof, the never-ending cycle of bills and debt. He thought of his elderly neighbor, Mrs. Gable, who could barely afford groceries. The money could fix so much, alleviate so much suffering.

He felt a pull in his gut, a twisting knot that made him feel heavy. He stared at the wallet, clutching it so tight his knuckles were white.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255