"Oh, *crap*," Leo muttered under his breath, staring at the screen. Mrs. Chen, his chemistry teacher, had requested to follow him on TikTok. He felt a tightening in his throat. He’d made a lot of silly videos. He felt a weird, prickly sensation over his skin.

He sat on his bed, picking at the loose threads of his blanket. He was no longer relaxed. He’d posted a TikTok about accidentally setting his toast on fire this morning. He wanted to delete it now, but was too self-conscious to do it.

He imagined Mrs. Chen’s reaction to his content, and the imagined scrutiny made his stomach twist. He started to feel a need to hide, his shoulders hunched. He’d barely spoken to her all semester, and now she'd have access to his life.

Emotion: anxious

Cluster: Fear / Anxiety
PC1 (Valence): -1.99 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion anxious. 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 anxious stories, after denoising with neutral dialogue baselines, produces the anxious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the anxious vector is projected through the unembedding matrix.

Promoted:
😣0.315
😖0.302
worse0.297
😰0.285
own0.267
Suppressed:
la-0.441
a-0.382
de-0.365
"-0.256
happy-0.256