He stared at the blank space in his driveway, the bright yellow sticker a mocking reminder of his inadequacy. He’d known it was coming, of course. The parking tickets had piled up, a constant undercurrent of dread. But he’d ignored them, like he ignored everything else.

He ran a hand over his face, feeling the stubble of neglected beard. His apartment felt cold, the silence oppressive. He found himself avoiding his own reflection, the image of his haggard face too painful to bear.

He wandered through the rooms, the emptiness of the house reflecting the emptiness within. He felt the familiar ache in his chest, the feeling of being trapped in a life he couldn’t escape.

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