It was a letter, penned in a shaky hand, sent from a nursing home. The letter detailed the existence of a son, a half-brother, a secret held for years. Michael felt a sudden loss of breath, a feeling as if he was about to fall. His life, already marked by failure, now felt hollow.

He met his brother, David, at the nursing home. David was quiet, guarded, carrying the weight of the same revelation. They sat in silence, two strangers bound by a shared secret, their shared father.

Walking home, Michael felt as if the air had been sucked out of the world. He was alone, isolated, a whisper lost in the clamor of existence.

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