The weight of the unopened bills on the kitchen counter mirrored the burden he carried. John stared at them, the numbers a stark reminder of his struggles. His business was failing. His wife was gone. His teenage son, Ben, was his last link to any semblance of happiness.

He’d seen the account. Ben, but not Ben. A version of his son he didn’t recognize. He felt a cold dread that went bone-deep. He’d tried to talk to Ben, but the words got caught in his throat.

He wandered through the house, each room echoing with the ghosts of his past. He felt himself shrinking, fading. He felt the world closing in.

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