The chipped mug warmed Amelia’s hands, but it did nothing to chase away the chill inside her. She hadn't left the house in a week, the curtains drawn against the bright sunshine. She hadn't even attempted to find a job since she'd come home. Her parents had been kind, too kind. They tiptoed around her, their voices soft, their smiles forced.

She saw herself in the polished reflection of the toaster. A hollow shell. The messy bun atop her head, the dark circles under her eyes, the slump of her shoulders. She looked like a ghost. When her mom tapped on the door she jumped and dropped the mug. The hot liquid scalded her hand, but she barely registered the pain.

"Are you feeling any better, sweetie?" her mom asked. Amelia mumbled an answer she couldn't even remember. She hated that her mother always checked on her. She hated the constant concern, the implied pity. It was proof of her inadequacy.

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