It was the whispers that bothered him most. "Did you hearโ€ฆ?" The accusatory glances. The feeling of being watched, judged. He was utterly and completely mortified, his cheeks burned with it. Plagiarism โ€“ the accusation felt like a brand.

He found it hard to concentrate in class, his mind constantly replaying the accusation. His hands were restless; he chewed on his fingernails until they bled. He withdrew into himself, avoiding all social interaction. The vibrant campus, once a source of excitement, now felt like a prison.

He started sleeping more and more, trying to escape the reality of the situation. Every morning was a battle to get out of bed.

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