The old key felt heavy in her hand. She stared at the front door, the paint peeling in long, sad strips. The real estate agent, with his polished shoes and practiced smile, had neglected to mention the unpleasant history. The murder, of course. She ran a hand through her unkempt hair. Each chore, each attempt at normalcy, felt like an uphill battle. Sunlight streamed through the dirty windows, illuminating the dust motes dancing in the air, a constant reminder of the chaos and despair that had taken place inside. She felt a profound sense of isolation, alone in a house that seemed to have swallowed all hope.

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