“Look, it's you!” Her friend's cheerful voice cut through the library's quiet. A chill ran down Amelia's spine. The article, "Essays That Shine," stared back at her from the laptop screen. Her essay about the summer she worked at a wildlife sanctuary.

She forced a smile, but her mouth felt stiff, unnatural. She could feel her heart racing, a hummingbird trapped inside her chest. She needed to escape, to be anywhere but here.

She mumbled something about needing to go to the bathroom and fled, her cheeks burning. The fluorescent lights seemed to magnify the tension that was rapidly consuming her. She locked herself in a stall, her breath coming in ragged gasps.

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