It was the Instagram story. A mundane post about her cat. But Mrs. Rodriguez, her art teacher, had viewed it. Chloe felt a pang of self-consciousness that tightened her throat. The drawings she'd been sharing were not good enough.

She'd spent the last few weeks in bed, letting assignments pile up. The feeling of wanting to disappear was becoming constant. The world seemed loud, too bright, filled with expectations she couldn't meet.

She sat up, the sheets tangled around her legs. A blank canvas stared back at her from the corner of the room. It mocked her, filled with potential she knew she wouldn't reach.

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