The smell of freshly cut wood wafted through the air, carried by the spring breeze. It was the scent of hope, and it made her want to vomit. She huddled on the sofa, clutching a worn-out blanket. Her mind raced, a chaotic jumble of anxieties and regrets.

The renovation was more than just a home improvement project; it was a public declaration of the neighbor's success. She, by contrast, felt like a shadow, a whisper of a person. She hadn’t left the house in days.

She imagined the joy and satisfaction the neighbors must be feeling. She couldn’t remember the last time she had felt such a thing. A wave of exhaustion washed over her. She knew she should do something, anything, but the energy just wasn’t there.

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