The DJ announced the next song, a slow dance. *Oh, God,* I thought. I scanned the room, searching for a place to hide. My pulse quickened as I saw him move through the crowd. He was making his way toward me, that familiar, charming smile in place.

I instinctively reached for my champagne flute, taking a large gulp of the bubbly liquid. It felt like my throat constricted as the bubbles tickled on the way down. I plastered on a smile, hoping it looked natural.

“Well, this is unexpected,” I heard him say, his voice as smooth as ever. My response caught in my throat. I couldn’t form a sentence.

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