“Just sort the damn things, Michael,” his sister had instructed, her voice sharp over the phone. Michael hated it, this task. He hated the feeling of being in his father’s old apartment. It reminded him too much of the times he had failed him, of the ways he had fallen short.

He was going through his father's desk, a mess of unpaid bills and old receipts, when he stumbled upon a folded envelope. His father’s formal letter of resignation from the university, decades ago. It was brief and to the point: “My intellectual curiosity has dimmed.”

He looked at the letter, feeling a creeping sense of understanding, of something unnameable. His father had been a brilliant man, but the brilliance had faded. He, Michael, felt the same way. He didn't know how to carry on, how to fix any of the problems. He tossed the letter into a box and decided it could wait.

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