The flickering screen illuminated John's gaunt face as he stared at the request from Kevin Henderson. Kevin had always known how to get under his skin, and the memory of the cruel words still stung. He was working at a dead end job, one where the days all bled into each other. He felt like he was watching his life pass by.

He had started avoiding his friends and family, too ashamed to admit his failures. He spent most nights staring at the ceiling, replaying the past in his head, reliving every mistake, every perceived flaw. He felt utterly stuck.

He rubbed his temples, a dull ache throbbing behind his eyes. He wished he could just vanish. He wished he could be someone else.

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