The librarian, Amelia, was cataloging a recent donation – a pile of dusty boxes from a recently deceased hoarder. She pulled out the contents of one small box, its label long since peeled away. A gasp escaped her lips. Her hands went numb, and she stared.

There was a collection of letters. All addressed to her, in a childish scrawl. The handwriting was hers, that much was clear. But the content – the hopes, the dreams, the naivete – felt alien, utterly foreign. A knot formed in her stomach. Why was this? She had no memory of any of this.

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