The press release had landed in his inbox that morning, a blandly worded announcement about a "surprise exhibit" showcasing emerging talent. He'd skimmed it, assuming it was spam. Now, standing before the vast, glittering chandelier, he could barely breathe. His sketches, his private, vulnerable musings, were blown up and plastered across the polished mahogany panels.

Sweat prickled on his forehead. He ran a hand through his hair, dislodging a strand. He felt the blood draining from his face. His carefully constructed life, a fragile house of cards, threatened to collapse.

He backed away, bumping into a sculpture.

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