The chipped paint on the front porch. The loose brick on the walkway. The familiar imperfections of the house swam into view, triggering an immediate sensation of dread. Emily sucked in a breath. It was as if she had never left.

Her mother's voice, chirping like a bird, floated out of the open window, "Emily, are you here yet?" The sound sent a jolt of anxiety through her.

She quickly grabbed her bags, forcing herself to walk toward the house. She had a sudden, overwhelming need to escape, to be anywhere else. She clenched her jaw, and pushed the door open.

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