“Congratulations, Chloe! Your innermost secrets are now a global sensation!” The message, a simple text, was the genesis of a tidal wave. Chloe felt a shiver crawl up her spine. Her fingers fumbled as she located the link. The website's title, "Chloe's Confessions," made her skin crawl.

She recoiled from the screen, then forced herself to click it. Each line, each awkward phrase, each confession brought a fresh wave of mortification. She clutched her chest, feeling as though a great fist was squeezing the air from her lungs.

She imagined her family, her friends, her colleagues reading, judging, speculating. The very thought made her want to disappear. Her face was hot. She needed to take action, and the thought was the only thing keeping her standing.

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