"Come on, Sarah, you're better than this." Her advisor's words, meant to be encouraging, only sharpened the sting of the accusation. Plagiarism. Sheโ€™d always been a diligent student, striving for perfection. Now, this. The stain on her record felt indelible.

She skipped dinner that night. The thought of eating, of any social interaction, was repellant. She found herself staring at her reflection in the bathroom mirror, scrutinizing every flaw. Her eyes were red-rimmed, her face pale, a portrait of utter disillusionment.

She began to pack her things, her hands moving with a mechanical precision. Maybe it was better to just leave, to escape the judgment, the disappointment. The weight of it all was too much to bear.

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