"This can't be happening," whispered Fiona, her voice thin. She reread the notice, each word striking her like a physical blow. Her palms were clammy, her breath shallow.

She paced her small living room, the worn rug under her feet suddenly feeling unfamiliar and hostile. The familiar sounds of city life outside her window now seemed amplified, taunting her.

She went to her desk, intending to look at the paperwork but found that she couldn't focus. Her thoughts flitted from possibility to possibility, all of them unpleasant.

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