"Unbelievable," she muttered, the word a whisper. Her article, her years of work, her identity, had been appropriated. She felt a profound sense of depletion. She put her head in her hands.

She sat in the dark for a long time, the only sound the hum of the refrigerator. The vibrant city outside her window seemed muted, the laughter of children on the street an irritant. It was as if a part of her had been amputated.

She considered quitting everything, just giving up, but she knew that even that would require effort. It felt impossible.

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