The emptiness was a physical presence. He traced the outline of the space where his vintage motorcycle used to be, a scar etched in the concrete. The tow truck, a hulking beast, had been and gone, leaving only an official notice and a feeling of complete and utter failure.

His heart felt heavy, his breath shallow. He hadn't ridden in months. He hadn't been able to muster the energy to do anything other than sit in the dark and watch TV. He'd ignored the emails, the phone calls, the nagging feeling that he was letting everything fall apart.

He turned away from the driveway, his shoulders slumped. The thought of dealing with the tow yard, the paperwork, the sheer effort of it all, was crushing. He retreated inside, the silence of the house mocking him.

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