The dogโ€™s constant escapes were a minor annoyance, but for him, they felt like a personal affront. It was a reflection of the chaos in his life, the disorder. He stood rigid, staring at the border between his yard and the neighbor's, where the dog was busily digging.

His perfectly manicured lawn was a symbol of his control, his attempt to maintain order, a shield against the creeping sense of meaninglessness. He felt a weariness settle upon him, a deep-seated exhaustion. He felt as if he was failing.

He took a deep breath, fighting against the tide of emptiness. He saw the owner coming. He tried to muster a polite smile. It was useless. "I will fix it this time," he said, the lie tasting like ash in his mouth.

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