He was showing Clara the ropes. He'd done the job for years, and the training manual sat open on the desk. He felt a sense of the weight that he carried daily, the emotional cost of his work.

He demonstrated the basic functions, then the more complex procedures. Clara took notes, and asked questions. He answered them all, but he felt an invisible tether, slowly loosening. As she picked up the pieces of his job, he felt a strange sense of…nothing.

He found himself wandering the halls of the building after their session, watching the other employees with a strange detachment.

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