The doorbell rang, not once, but repeatedly. Liam threw open the door, expecting a horde of well-wishers and the joyous chaos he'd anticipated. Only the delivery guy stood there, his face apologetic. "They're not coming," he stammered, handing Liam the canceled cake order. "Venue had a problem."

Liam slammed the door, his heart hammering against his ribs. The festive music he'd chosen now sounded hollow and mocking. He ripped off his party hat, the silly paper ripping under his frantic fingers. His carefully chosen outfit suddenly felt like a costume, a cruel mockery of what was supposed to be. He kicked a chair across the room in frustration.

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