The delivery guy grunted, leaving the box on the steps. It was addressed to "Richard Harding." He'd been the landlord's problem, not hers. He'd been gone for years.

The tape tore with a ragged sound. Inside, carefully packed, was a collection of old vinyl records. He recognized none of the album covers. The thought of listening to music, of feeling anything, seemed like too much effort.

He sat for hours, staring out the window, the records gathering dust on the floor. The world felt muffled, distant, and the box remained unexamined.

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