"Just another fixer-upper," David muttered, surveying the peeling wallpaper and the stained carpets. The house was a mess, a monument to the failures of the previous owners, and now, he realised, to his own. He was a contractor, a fixer, someone who was supposed to be able to make something from nothing, but lately, he felt incapable of even making a sandwich without messing it up.

He was ripping out the old built-in shelves in the living room when the wall shuddered. Dust cascaded down, and a secret space, revealed. It was a small room, filled with old tools and forgotten blueprints. A single shaft of sunlight pierced through a crack in the boarded-up window, illuminating the dust motes dancing in the air.

He picked up a rusty hammer, the weight of it surprisingly comforting in his hand. Heโ€™d forgotten the satisfaction of making something, of fixing something. Maybe this house, with all its secrets, wouldn't be so bad after all.

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