The email notification popped up on Liam's phone during his morning coffee. Subject: Important Announcement from Professor Chen. His fingers fumbled as he clicked it open. The words swam before his eyes: "…accepted a fellowship…moving to UC Berkeley." Liam’s breath hitched. He nearly dropped his mug.

He reread the email. Then another time. His heart hammered against his ribs. He felt a sudden, unwelcome heat flush his face. He’d built his entire academic future around Professor Chen's guidance. What did this mean for his chances of getting published? Of ever getting a decent job?

He slammed his phone on the table, the ceramic ringing out in the otherwise quiet apartment. He felt utterly adrift, a small boat on a vast, unpredictable ocean.

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