The city noise, a cacophony of car horns and distant sirens, seemed to amplify the silence inside her head. Emily walked the aisles of the pawn shop, a zombie among the lost treasures. She avoided eye contact with the other customers. She was ashamed.

And then she saw it. The ring, glittering like a taunt. Her grandmother’s ring, the one she'd always admired. The pawnbroker spoke, his words a meaningless drone. She ran her fingers across the glass, tracing the outline, and felt a profound sense of isolation.

She had to get out, away from the judgment, the failure, from herself.

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