He spent most of the day staring at the ceiling, listening to the incessant buzzing of the saw. The neighbor’s renovation. Everything was coming along so nicely for everyone else. He was stuck. He picked at the peeling paint on his own ceiling, a small act of destruction that brought a fleeting sense of satisfaction. It was the only thing he felt remotely in control of.

He hadn't showered in two days. The grime clinging to him was a familiar shield. He didn’t want to go out. Didn't want to see anyone. He couldn’t even bring himself to open the mail, knowing it would be full of bills and reminders of his failure.

His stomach clenched, not from hunger, but from a deeper, colder emptiness. He imagined the dust and the mess of the construction next door, the chaos and the eventual transformation. He closed his eyes, wanting desperately to be a part of something.

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