The fluorescent lights of the hospital waiting room hummed, a relentless drone against the silence. Sarah slumped further into her chair, the cheap plastic digging into her back. Her brother, David, had just told their parents he was becoming a Jehovah's Witness. Their mother had started crying immediately; their father had simply turned away.

Sarah ran a hand through her unwashed hair, a habitual gesture of frustration. Everything felt tangled, knotted. Her own life, recently marred by a failed relationship and a string of dead-end jobs, seemed a wasteland in comparison to David's newfound certainty. He had this unwavering belief, this sense of purpose, while she felt like a fragmented collection of regrets.

She watched her father pace, his shoulders stooped. She knew that feeling, the heavy feeling of disappointment she saw reflected in his posture. David's announcement, to her, seemed like just another addition to a growing list of failures, hers and those of the family.

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