The ornate grandfather clock in the hallway chimed the hour. A deep, resonant tone that seemed to vibrate through the floorboards and directly into Liam's chest. He jumped, startled.

He’d always felt uneasy around the clock. The way its pendulum swung back and forth, as if counting down to something. He had tried to ignore the feeling.

He glanced around the entry hall. His sister, Olivia, was in the kitchen, making tea. He wanted to go to her, to be near someone. He slowly approached the kitchen. He glanced back, a shiver running down his spine. The clock ticked on.

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