My stomach lurched. Across the crowded reception hall, amidst the swirling dancers and clinking champagne glasses, stood Liam. He was leaning against a pillar, a slight smile playing on his lips as he surveyed the scene. My breath hitched. I immediately pretended to be very interested in the floral arrangements. The elaborate centerpiece, suddenly, was the most fascinating thing I had ever seen.

I needed air. I excused myself from the table, muttering something about needing to use the restroom, and practically sprinted towards the exit. My heart hammered against my ribs, a frantic drumbeat against the joyful music. My palms were slick with sweat.

Outside, the cool night air did little to calm the racing thoughts in my head. He was here. At *this* wedding. And I hadn’t prepared for this. I lit a cigarette, hands shaking, and exhaled the smoke in ragged bursts.

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