The school supply list lay on the counter, taunting him. "Ms. Finch, Kindergarten." Mark’s hands clenched into fists. Ms. Finch. The woman who had, without a word, failed him. He’d barely made it through school, and now his daughter was starting her journey.

He went to the school open day, but he could barely focus. He watched Ms. Finch with a carefully neutral expression, hoping to project an air of self-assurance he did not feel. His pulse hammered in his ears as she spoke to the other parents. They were so much better than him.

He felt a deep yearning to be a better parent, a better person. But the shadows of his past, reflected back at him in the present. The feeling of not being enough was suffocating.

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