The children's laughter was always a welcome sound, but today, it felt different. It was the same joyful squeals, but now Sarah found them grating on her nerves. The neighbor’s kids were out in the yard, and it felt like they were getting louder.

She glanced out the window, her hands clenched. Her chest felt heavy, and she could barely swallow. Her fingers started tracing the contours of the windowsill. It wasn't the children's fault, of course.

She closed the blinds, the sudden darkness a physical relief. She sat, still and silent, listening to the muffled sounds. Every giggle was a tiny stab of panic. She could not stop the anxiety that pulsed in her veins.

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