The hammering started before dawn, each thud a fresh accusation. Sarah burrowed deeper under the covers, the cotton sheets offering little protection from the incessant rhythm. Her neighbor, Mr. Henderson, was finally building that fence. It had been โ€œon the listโ€ for months, a project that had somehow eluded completion. Sarah had barely managed to get out of bed this week, let alone tackle anything resembling โ€œa list.โ€

The tremor in her hands made the coffee cup rattle as she poured. The steam didn't warm her; it just made the emptiness inside feel more acute. Through the kitchen window, she saw Mr. Henderson, already halfway through the first panel. His movements were confident, decisive. She hadn't left the house in three days.

He waved, a friendly gesture. Sarah, her face etched with a phantom fatigue, just stared. The fence was going to look beautiful, she knew. Another perfect thing, another thing she couldn't achieve.

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