The school newsletter lay open on the kitchen table. "Mr. Peterson, 7th Grade." Michael’s mouth went dry. Mr. Peterson. The man who had dismissed his dreams and ambitions with a patronizing pat on the shoulder. He felt a familiar knot forming in his stomach.

He avoided the parent-teacher night. He couldn't face the judgment, the unspoken comparisons. He felt like a failure, and he didn't want his son to see it. He told his wife he had a work call.

Later, he found himself staring at his reflection in the bathroom mirror. The lines in his face seemed to deepen, each one a testament to his perceived shortcomings. The feeling was a crushing weight on his shoulders.

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