The sound split the morning like a knife. The wind had been howling all night, but even so, the sheer force of the treeโ€™s fall had been astounding. It was a weeping willow, the kind her neighbor, old Mr. Abernathy, had adored. Now, it was a tangle of broken branches, a testament to nature's power.

Sarah watched from her kitchen window. She knew she should go over, offer help, condolences. She knew she should do something. But her hands remained clasped at her waist, a cold knot forming in her stomach.

She went through the motions of making coffee, but the aroma didn't lift her spirits. She stared at the mugs on the counter, each a little chipped, each a little used. She felt as though she couldn't make a difference, as if she was just taking up space.

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