“Reunion,” Grace muttered, the word tasting like ash in her mouth. She clutched the invitation so hard her knuckles turned white. It had been years since she'd allowed herself to be around people.

She lived alone, surrounded by books and silence. Her apartment was small, the rent barely affordable. Every day was a struggle. Every day was a reminder.

She imagined the conversations, the questions, the pitying looks. She knew she’d be an embarrassment. She sighed, her shoulders slumping. She was just going to stay home.

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