โ€œEthan: The Lost Years,โ€ glared at him from the nightstand. His breath hitched as he flipped the book open. His life, he found, had been dissected and put on display. The details of his failures were now public. He threw the covers off, his skin prickling with sweat.

He spent most of the day in bed. He skipped his usual morning run. He skipped lunch, not having the motivation to get up. The world outside his window was too bright, too vibrant. He retreated from the world, wishing that he could simply disappear.

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