The string quartet’s rendition of “Here Comes the Bride” was suddenly a deafening roar. My heart hammered against my ribs, a trapped bird desperate to escape. I blinked, twice, as if to clear a hallucination. There he was, leaning on the buffet table, his dark hair gleaming under the chandelier. Liam.

I nearly tripped over my own feet, my champagne flailing precariously. A flush crept up my neck, and I tugged at the hem of my dress. He looked… well. He looked impossibly good.

My legs felt like jelly. I gripped the back of a chair, my knuckles bone-white. He met my gaze, a slow, deliberate smile spreading across his face.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219