A cold sweat slicked down Leo’s back as he stood facing the antique clock. The rhythmic ticking felt like a hammer against his skull. His sister, Clara, was already excitedly pawing through a velvet-lined box, her eyes shining with anticipation. The lawyer droned on about ancestral holdings, properties, and legacies. Leo’s stomach twisted. He’d hoped for something, anything, tangible.

"Clara," the solicitor said, his voice grating on Leo’s nerves, "receives the family estate in Scotland, including the castle and grounds." Clara squealed with delight. Leo braced himself. "Leo, you receive the family's collection of handwritten diaries." The room tilted. He could feel his face flush. Diaries? Was this some kind of joke? He couldn’t look at Clara. He gripped the edge of a mahogany table, desperately trying to steady himself.

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