The email arrived mid-afternoon, a blandly worded notification. He read it and then reread it. His pulse quickened. He imagined the fence, a physical boundary, dividing his home from theirs. He hadn't spoken to them in months. He felt a sudden, inexplicable tightening in his chest.

He rose from his chair, a sense of disquiet washing over him. He needed to go outside, to look. His feet felt heavy as he walked out, his gaze flitting over the property line. It felt as though his breathing was constricting. He could hear the blood rushing in his ears.

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