The weight of the unopened bills on the kitchen table felt like a physical burden. Mark shuffled through them, each one a reminder of his inadequacies. He felt a profound sense of helplessness. His hands were shaking as he went to the garden, needing an escape. He began aimlessly kicking at the dirt, near the wilting remains of the tomato plants he'd abandoned weeks ago. His foot struck something solid. He knelt, brushing away the soil to reveal a wooden box, sealed with a brass clasp. He pried it open. Inside, a collection of neatly folded letters, each addressed to a different person. He read one addressed to himself, a love letter written in his own hand, filled with promises. A deep, aching sadness filled him as he returned to the house, the bills now looking like a mountain he could never climb.

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