The musty smell of the workshop was a familiar comfort to Arthur. He’d retreated there for years, wood shavings clinging to his clothes like unwelcome guests. He’d built everything from intricate birdhouses to clumsy rocking horses. Now, the only thing he built was dust. His daughter, Lily, on the other hand, had become a prodigy. Her sculptures, born from the very same tools, graced galleries. Arthur found himself avoiding the space, the silence of it amplifying the feeling of emptiness that seemed to permeate his days. His hands, once strong and capable, now felt leaden.

He watched Lily, her brow furrowed in concentration, as she carved a swan from a block of cherrywood. Arthur’s chest clenched. He’d tried to teach her, but his clumsy attempts only resulted in her politely excusing herself to “work on her own style”. He took a long swig of lukewarm coffee. The bitterness seemed to reflect the taste of his life.

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