"A Legacy of Longing," the biography announced, its title printed on high-quality paper. Maya tossed it across the room. It landed with a soft thud against the wall. She paced her apartment, her bare feet silent against the hardwood floor. The author, a former colleague, had focused on her unfulfilled ambitions and romantic disappointments.

She poured herself a glass of wine, then abandoned it on the counter, the ruby liquid untouched. A persistent ache throbbed in her chest. She felt a profound sense of incompleteness, like a melody played without a final chord.

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