The notice lay face-down on the greasy table. Sarah traced the edge of the paper with a fingernail, the act devoid of emotion. Her usual energy was gone. She watched the dust motes dance in the sliver of sunlight that found its way into the room.

She hadn't answered the phone in days. Now, the ringing was a distant echo, like a memory of a life she no longer possessed. She just wanted to disappear.

She pushed herself to her feet, moving slowly, deliberately. She needed to do something, anything, but the task before her loomed impossibly large.

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