Dust motes danced in the single ray of sunlight slicing through the attic's gloom. Amelia, hands perpetually smudged with grime, coughed, the air thick with the scent of forgotten things. She’d been cleaning the house for a week, a Herculean task after the previous owners, a family with a penchant for accumulating, had decamped. Finding a dusty trunk, she wrestled it open. Inside, meticulously wrapped in tissue paper, lay a collection of antique dolls, their painted eyes staring up at her with a vacant, knowing air. A sharp pang settled in her chest. She hadn't collected anything in years.

Amelia ran a hand over the dolls’ porcelain faces, feeling the coldness seep into her skin. The attic's silence pressed against her, heavy and unyielding. She’d spent her life caring for others – her demanding mother, her wayward brother – and had nothing to show for it. Now she was the caretaker of a house full of other people’s memories, and her own felt...empty.

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