The abandoned warehouse was his refuge, the peeling paint and broken windows a suitable backdrop for the shadows he carried. He spent his days here, lost in a haze of apathy. The world outside offered nothing but rejection. He'd become a ghost, invisible and forgotten.

He found solace in solitude, in the empty spaces that mirrored the hollow space inside. Even the familiar ache in his chest had become a dull, expected companion. He hadn't felt joy in years, only the pervasive, heavy weight of unfulfilled potential.

One afternoon, he heard a commotion outside. A woman, her face contorted in pain, was struggling to breathe. He initially considered ignoring it, sinking deeper into his despondency. But something, a distant whisper of responsibility, made him move.

He recognized the signs instantly. The desperation, the gasping, the terrified eyes. He knew what she was going through. He knew how it felt to lose control.

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