The flashlight beam danced across the cluttered floorboards, illuminating forgotten treasures. The old owners of the house had left behind a collection of meticulously crafted wooden toys. John traced the smooth curves of a wooden train, his fingers lingering on the tiny details. He had a workshop of his own, but it was filled with half-finished projects. He couldn't seem to finish anything.

He felt the prickle of tears behind his eyes. Heโ€™d always felt like he was falling short, that everything he tried ended in disappointment. The attic, full of the ghosts of better ideas, made him want to turn away and run.

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