"I'm joining the Church of Scientology," came the flat statement from his daughter, Amelia. Henry's face felt like it had been slapped with ice. He blinked, unsure if he'd heard correctly. His daughter, bright, intelligent, and fiercely independent, had always prided herself on her critical thinking. Now…this? He ran a hand through his thinning hair, a gesture he often used when flustered. He couldn't shake the image of her, consumed by something he didn't understand, something that frightened him on a visceral level. He opened his mouth to speak, but no words came. He felt a cold sweat prickling his skin.

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