The shovel felt heavy in his hands, each swing a futile effort to find some purchase in the stubbornly compacted soil. David avoided his reflection in the window of the shed, ashamed of the sunken eyes and the slump of his shoulders. Heโ€™d found the old newspaper clippings tucked away in the attic. *Local Man Found Dead... Wife Suspected...* The previous owner had lived here, breathed here, and suffered the ultimate tragedy. Now, so did he. Heโ€™d tried to fix the leaky faucet in the bathroom, but the water just kept dripping, a relentless metronome marking the slow erosion of his spirit. He knew, with a certainty that chilled him to the bone, that he would accomplish nothing.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255