The clatter of the scaffolding being erected outside her bedroom window was a rude awakening. Amelia shot upright in bed, heart racing. She felt a wave of nausea wash over her.

She scrambled out of bed, pulling the curtains closed with a violent tug. The sudden darkness was a small relief, but the sounds persisted, amplifying in the silence. She felt her hands trembling as she reached for her phone.

She needed to call someone. She needed… reassurance. She scrolled through her contacts, hesitating.

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