The old house whispered secrets in the wind. Edward, tasked with clearing out his uncle's house, had been avoiding the attic for days. The weight of the world always felt heaviest in that space.

He finally ascended the creaking stairs and began to sift through the debris. In a dusty box, he found the photographs. His uncle, a man of rigid propriety, smiling, hugging a man. He seemed so free.

Edward stared at the photos. He had always been ashamed of his own weakness, ashamed of not living up to anyone's standards. He felt his face heat up, his hands tremble. He was a burden, nothing more. He turned to leave, his steps heavy with the unseen weight.

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