The cold seeped into Sarah’s bones as she stood outside, the wind whipping at her thin coat. She had nothing. Her apartment was a mess, her bank account perpetually empty. Her phone was dead. Now, here. A pawn shop. The building loomed, a concrete testament to her failures.

Inside, the ring was a beacon in the dimness. Grandma Rose’s ring. The tears threatened to spill, but she swallowed them back. Her stomach churned. The pawnbroker said the price, his voice flat. It was a sum she couldn’t even fathom.

She turned and fled, the weight in her chest crushing her. She was a failure, a stain.

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