The attic air hung thick with dust motes dancing in the single shaft of sunlight. Amelia coughed, waving a hand in front of her face as she delved deeper into the trunk. Her grandmother's belongings. Boxes overflowing with memories. It was supposed to be a simple decluttering exercise, helping her mother. Then she found the photographs.

A gasp escaped her. She hadn't been expecting this. A woman, undeniably her grandmother, stood grinning next to a man who was most definitely *not* her grandfather. They were arm in arm, laughing, at a beach she'd never seen before. Her grandmother always said she'd only ever loved one man. The man in the other picture was no different - a stranger with a loving look.

She sank onto the dusty floor, the photos clutched tightly in her hands. Her heart hammered against her ribs. The idyllic image of her grandmother as a faithful and pious woman was crumbling before her eyes.

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