The email sat in Amelia’s inbox, a stark white rectangle against the cheerful backdrop of her "Spring Break" folder. She clicked it open, the fluorescent lights of the library suddenly seeming too bright. Her breath hitched. The carefully crafted prose of the university president's announcement blurred around the edges. She reread the first sentence. Then the second. Her stomach churned.

She slammed the laptop shut, the click echoing in the otherwise silent room. Grabbing her backpack, she nearly knocked over a stack of books. The librarian shot her a look. Amelia mumbled an apology and bolted for the door, the cool air outside a welcome shock after the suffocating feeling inside. Her hands were clammy.

Reaching her car, she fumbled with the keys. The engine roared to life, a discordant sound against the quiet campus. She had a sudden, desperate urge to drive. To just keep driving.

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