The house, once filled with laughter and love, was now a hollow shell. Sarah sat on the hood of her car, watching the demolition. The familiar view had become unrecognizable. She felt like an outsider, a spectator.

She had always felt like an extra in her own life, a supporting character in a play starring others. Her accomplishments felt minor, insignificant, compared to the lives of her siblings, who seemed to have everything figured out. A wave of exhaustion washed over her.

She had tried so hard to be something, to matter, but nothing ever seemed to stick. The falling debris seemed to mock her, a metaphor for a life of unrealized potential. She felt like she wasn't cut out to do anything worthwhile.

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