He slumped onto the park bench, the cold seeping through his threadbare coat. The biography, β€œThe Shadow of Silas,” felt heavy in his hands, a physical manifestation of his perceived irrelevance. He opened it, the pages whispering accusations. The author, a distant relative, had spun a narrative of missed opportunities and quiet desperation.

Silas ran a hand through his thinning hair. The park, usually vibrant with life, seemed to drain of color. Children laughed, lovers held hands. He, on the other hand, felt a profound hollowness. He dropped the book onto the bench, the sound a hollow thud that echoed the emptiness inside him.

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