The cold bit at her cheeks as she stepped out of the bus, the pawn shop sign a gaudy splash of color against the grey sky. She entered, the jingle of the bell a mocking fanfare to her misery.

She spotted the ring instantly, nestled amongst the other discarded treasures. Her grandmother’s. A lump formed in her throat. The pawnbroker's words were indifferent, business-like.

She felt a deep, profound sense of inadequacy. She was lost, adrift, unable to navigate the currents of her life. She looked at her hands, empty and useless.

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