The funeral home was cold, sterile. The only warmth came from the crumpled paper clutched in Leo's shaking hand. His father’s bucket list, a testament to a life lived so differently from his. "Build a boat." A ridiculous ambition.

He stumbled through the days. The apartment was a mess, the dishes piled high in the sink, the bills piling up on the table. He hadn't showered in days.

He felt the tremors in his hands as he read the list again. "Fall in love." He couldn't even manage to make eye contact with the grocery store cashier. His whole existence was a failure.

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