"Ms. Davies, 5th Grade." The words on the email seemed to vibrate in her hand. Sarah's breath hitched. Ms. Davies. The teacher whoโ€™d told her mother she was "a disruptive influence." She felt her palms begin to sweat.

She went to school, trying to put on a brave face. But the room felt hostile, her own inadequacies amplified by the setting. She found herself retreating, her voice barely a whisper when she spoke. She could not breathe.

That night, she found herself staring at the ceiling, replaying every mistake. The sensation of emptiness was overwhelming. She felt like a shadow of a person.

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
๐Ÿ˜ž0.386
ness0.339
็ผบไน0.326
Suppressed:
de-0.320
(!)-0.286
้šๅŽ-0.268
๐Ÿ˜-0.262
tc-0.255