He found it nestled between the overflowing recycling bin and the leaning tower of takeout containers. Another item misdelivered to Apartment 3B. He recognized the name: Evelyn Miller, the woman who'd lived here before him, a phantom of invoices and outdated magazines.

He picked at the tape with a dull penknife, the metallic scent stinging his nostrils. A faded, floral scarf emerged, thin and worn. He held it up to the light, seeing the faint imprint of a floral pattern. He dropped it back into the box.

His hands felt too big, his apartment too small, the world outside his window too vast and indifferent. He walked over to the chipped mirror above the fireplace and stared at his reflection, a stranger in a familiar frame.

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