He walked the streets with a hollowness in his chest. His article, a deep dive into the history of his grandfather's immigration, had been published under a pseudonym. A deep, unsettling ache resonated in his bones. All that effort, all that vulnerability, meant nothing. He found a bench in a park and sat down, the cold seeping through his jeans.

The trees seemed to mock him with their swaying branches. He hadn't told his family. He couldn't. What would he say? "They stole my story"? He pictured the disappointed faces, the quiet murmurs of pity.

The sun started to set, casting long shadows. He felt adrift, lost in the vastness of the city. He needed a place to hide, a place where no one could see the void.

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