The request from Peter Hanson, a face from a forgotten nightmare, arrived just as Daniel was staring at his reflection. His hair was messy, his eyes bloodshot. The weight of his failures, real and imagined, was crushing. His job was on the line, his relationship was dissolving.

He'd spent the entire morning in bed, unable to face the day. The sunlight filtering through the blinds felt harsh, judgmental. The phone rang incessantly, calls he dared not answer. He was afraid of everyone's disappointment.

He closed his eyes, wishing he could rewind time, erase the mistakes heโ€™d made. He thought of Peter and the bullying. He had to be strong.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255