A coldness settled in my chest. The school newsletter landed on the kitchen counter, and my breath hitched. Ms. Grimshaw, the fourth-grade teacher. The same Ms. Grimshaw who'd kept me after school for talking in class so many times. I reread the name, the blood draining from my face.

My hands began to tremble as I reached for the phone. I had to talk to someone. My wife would be away at a conference. I felt a sudden desperate need to speak to my sister. Why did this have to happen? The thought of my son facing the same rules, the same stern glare… it was too much.

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