He picked at the loose threads on the couch, the fabric unraveling just like his life. His mother's handwriting, a familiar comfort and a cruel reminder. "Go to space." The words seemed to mock him. He was barely capable of going to the corner store.

The house was silent, the silence amplifying the echo of his own inadequacy. He hadn't slept properly in weeks, the nightmares relentless. He felt the phantom pressure of her hand on his shoulder.

He scanned the list again. "Forgive yourself." Impossible. The weight of his failures pressed down on him, suffocating him. He pulled the blanket tighter, seeking a refuge he knew wouldn't come.

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
😞0.386
ness0.339
缺乏0.326
Suppressed:
de-0.320
(!)-0.286
随后-0.268
😍-0.262
tc-0.255