"I'm embracing Islam," Liam declared, his voice firm. His father, a retired history teacher, simply closed his eyes, his face a mask of weary acceptance. His sister, Jessica, felt a coldness creep into her bones.

Jessica had always struggled, battling her own demons. Her brother’s transformation felt like a judgment, an indictment of her own perceived failings. He, at least, had found peace. She felt like a lost satellite, spinning endlessly in the vastness of space.

She spent the next few days in her apartment, the curtains drawn, the silence deafening. She felt a deep, almost physical, tiredness. She was barely able to lift herself out of bed.

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