"You bought a what?" Sarah's friend, a chirpy woman with a perfect manicure, had shrieked at the revelation. Sarah could barely meet her gaze. The knowledge had hit her like a physical blow. A brutal slaying, the papers had said. Inside *her* kitchen. She ran her hands through her hair, a nervous habit that did nothing to soothe the tremor in her fingers. The walls seemed to close in, the air thick with unspoken secrets. She was exhausted, unable to care for herself or the house. Maybe she was cursed.

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