The cardboard box sat on the welcome mat, a stark rectangle of brown against the peeling paint. Sarah hadn't even bothered to check the address; she just kicked it inside the door with her foot. Another intrusion. Another reminder of the life she wasn't living.

It had been addressed to "Mr. Thomas Finch," the name of the man who'd lived in her apartment before she did. She ripped the tape with a fingernail, the sound echoing in the stale air. A small, velvet-covered box emerged.

Inside, nestled on satin, was a silver locket. He must have had someone. A life, a love. Sarah slammed the box shut, a hot flush rising in her throat. She tossed it onto the overflowing pile of unopened mail on the kitchen table and went back to the couch.

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