The children were happily playing in the living room while Amelia worked at her desk. She’d heard a loud crash but assumed it was one of their toys. Minutes later, the house grew silent. She peeked her head out of her office door.

A strange hush had fallen over the neighborhood. Looking out the front window, she saw a gap where the Miller’s massive elm had stood. It was missing, and a gigantic mess was where it used to be. The kids were silent.

She blinked rapidly, her heart rate picking up. She leaned against the doorframe, suddenly exhausted. This was… unexpected.

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