The realtor’s voice, crisp and professional, sliced through the air. “It’s a great location, potential is off the charts.” Mark stared blankly as he signed the papers. He didn’t care. He was utterly detached.

The house had been a weight, a reminder of the man he’d never become. He’d lived here, worked here, failed here. Every room, every corner, held the ghosts of his failures, of opportunities missed. He glanced around at his empty apartment, and then the emptiness that was his life.

The demolition was a welcome release, a final chapter. It was the only thing he had managed to get right. Now, he felt lighter than he had in years. Yet, the lightness was tainted by an unsettling hollowness.

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