The sunlight sliced through the dusty room, illuminating particles dancing in the air. Emily, her heart thudding, held a photograph of her great-great-grandmother, Eleanor. Her family had always painted her as a pious, reserved woman. In the picture, though, Eleanor was laughing, head thrown back, a glass of something amber clutched in her hand. Beside her stood a man she didn't recognize, his arm possessively around her waist. Emily's breath hitched. She traced the image of the man's face with a trembling finger, a curious flutter in her stomach.

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