The ornate library of the family home felt oppressive, the air thick with unspoken expectations. Ava stared at the lawyer, a knot forming in her stomach. Her brother, Ethan, stood straight, his face a mask of practiced indifference. The solicitor began the reading of the will, his voice a droning monotone. “Ethan receives the family's gold bullion and substantial investment portfolio.” Ethan’s lips curved into a subtle smile.

Ava's hands were clammy. She felt a cold sweat break out across her forehead. The lawyer turned to her. "Ava, you inherit the family's collection of vintage photographs." Vintage photographs. She felt the blood drain from her face. She felt a sudden need to flee, to be anywhere but here. She took a step back, her eyes darting around the room, searching for an exit.

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