"What the heck?" Maya said, staring at the strange object she'd unearthed. It was a small, plastic container, buried shallowly in her backyard. Her mind felt completely blank. She hadn't buried anything. She shook it, and heard a rattle.

She pried the lid off. Inside, a handful of smooth, river stones and a single, folded note. The note, written in her own handwriting, said, "Remember." She felt a confusing jumble of feelings. A prickling sensation spread across her skin. She had no recollection 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