The old pocket watch, the one Great Uncle Henry had carried through the war, felt heavy in David’s hand. He felt heavy, too. A slow, leaden weight. He'd been asked to appraise it. A favor for his cousin, who desperately needed the funds. David, the aspiring watchmaker, knew the value of the watch, the history embedded in its ticking heart.

He’d lost his own workshop, his own savings. A fire, a business deal gone wrong. He’d lost everything.

He looked around the family's cluttered living room. He felt out of place, an unwanted guest at his own party. The watch was a beautiful thing. He hated to be the one to sign its death warrant.

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