"I just… I can't," he whispered, staring at his reflection in the gym mirror. The image was a stranger, the face gaunt and pale. The effort to go to the gym, to improve, to matter - it all seemed pointless. He hadn't stepped inside the weight room in months.

The diagnosis had wrecked his life. The physical limitations, the medication, the constant fear of another episode. It had turned his ambitions to dust. He was a shell of the man he once was.

He’d been hiding at home, avoiding any social situation. But then, he heard a knock on his door. When he opened it, he saw a woman doubled over, clutching her chest. Her face was contorted in pain.

He saw it in her eyes - that desperation, that fear. A sense of obligation bloomed inside him. He finally knew that he was not alone.

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