“Hey, did you notice Ms. Johnson followed you back?” Mark’s friend asked casually. Mark felt his stomach drop. He had liked her hiking posts, and she seemed cool. He’d made a few jokes. Maybe they were too edgy. He logged in, his breathing shallow.

He saw her name, right there. He felt the blood drain from his face. His carefully constructed online persona suddenly felt fragile, vulnerable. He was suddenly aware of his history of posting.

He abruptly stopped walking and leaned against a wall, his legs suddenly feeling weak. He felt a sudden, profound sense of discomfort. The world spun for a moment. He just felt... wrong.

Emotion: alarmed

Cluster: Fear / Anxiety
PC1 (Valence): -2.07 Negative
PC2 (Disposition): -0.14

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.304
😨0.272
worse0.269
😣0.261
не0.254
Suppressed:
de-0.323
enthusi-0.258
happy-0.235
delight-0.225
ية-0.217