The vibrant colors of the list, penned by his mother, clashed with the muted tones of his existence. "See a Broadway show." He hadn't left his apartment in a week. He couldn’t even summon the energy to turn on the television.

He scrolled through his phone, a wasteland of unread messages and unanswered calls. He’d become a ghost, a shadow of the person he once was. He stared at his reflection in the darkened screen, a stranger.

His throat constricted. "Adopt a dog." How could he possibly care for another living thing? He couldn’t even care for himself. He threw the phone onto the bed, the plastic clattering against the mattress.

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