The sunlight streaming through the kitchen window illuminated dust motes dancing in the air as Sarah discovered the letter. She was tidying up after her father had passed away, and it had been tucked within the pages of a well-worn cookbook. The envelope was addressed to "My Dearest Daughter." Her lips parted slightly.

She recognized the handwriting immediately. It was her late husband’s. Carefully, she opened it. The letter detailed his love for her, his fears about the future, and his profound hope for their shared life. A strange warmth bloomed in her chest. A tear traced a path down her cheek, leaving a clean track in the dust on her skin. She'd known his love, of course, but reading it written down like this... She reached for a chair, suddenly feeling unsteady on her feet.

Emotion: surprised

Cluster: Surprise / Confusion
PC1 (Valence): -0.58 Negative
PC2 (Disposition): -0.18

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
que0.495
de0.447
la0.431
l0.323
😳0.296
Suppressed:
每天-0.269
cheerfully-0.249
ing-0.238
alleviate-0.224
gladly-0.219