The library was his sanctuary, the hushed atmosphere and the scent of old paper offering a temporary escape. He sought refuge in books, in stories that let him forget his own reality. But even the pages couldn't erase the feeling that he was a burden.

His illness had stolen his future, his career, his dreams. He had become a recluse, afraid of judgment and pity. Every day was a fight against the constant fatigue, the crushing sense of isolation. His life felt like a slow, painful decline.

One day, while browsing the medical section, he heard a stifled cry. A woman stumbled, clutching at her chest. He knew the signs. He'd seen them countless times. He felt that familiar tightening in his chest.

He ran over to help. This was familiar territory. He was in this together.

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