"Are you sure they've got the permits?" Michael asked his wife, his voice sharper than he intended. He was picking at a loose thread on the sofa cushion, a nervous habit he hadn't displayed in years.

Sarah sighed, "Yes, Michael. We checked. It's all legal."

But his gut churned with a persistent worry. He couldn't shake the feeling of something being… off. Each swing of the hammer was a blow to his calm. He found himself pacing in the kitchen, unable to settle.

He kept glancing out the window, a knot forming in his stomach. The bright morning sun felt suddenly harsh, almost accusatory.

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