The children were outside, playing in the shared yard. She watched them from the kitchen window, her heart rate picking up. The thought of them playing behind a fence, separated from their friends, felt heavy. A wave of unease crashed over her. She knew a fence meant less space, less freedom, and a new kind of confinement.

Her fingers instinctively tightened around her coffee mug. She pictured the wooden planks, blocking the sun, casting shadows. She had to talk to someone, she thought, she needed to understand what this meant for them. She couldn't shake the feeling of dread.

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