The email arrived, and the subject line hit me like a physical blow: “Welcome to Mrs. Gable’s Class!” My chest felt constricted. The woman. My fifth-grade teacher. A shiver ran down my spine, making me remember the long hours of homework.

My fingers trembled as I clicked the link. I could barely focus on the welcome letter, my mind already racing. I felt an unexpected wave of nausea. I had an overwhelming urge to call my daughter, to warn her, even though I didn’t know what I was warning her about.

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