The letter lay open on the kitchen table, illuminated by the harsh overhead light. Sarah’s knuckles were white as she gripped the edge of the countertop. It was from her estranged sister, a person she hadn’t spoken to in years.

She felt a strange sensation in her stomach, a knot tightening with each word. They said they were sorry, an open admission of guilt, of long-held resentments. She paced, restless, agitated.

She went to the sink, splashing cold water on her face. The words from the letter echoed in her mind. This was a chapter of her life she had believed was closed, forever.

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