The estate was pristine, manicured lawns stretching towards the horizon. He hadn’t been back in years. David had grown up here, but the family sold the place long ago. He was visiting, finally, just to check on things, to see if he still remembered the way.

He scanned the lawn, his eyes searching for the maple, the one he and his brother had planted together. It had always felt like a sentinel, protecting the house. He saw it was gone. Just an empty space. A wave of disbelief washed over him. He felt suddenly unsteady on his feet.

He let out a shaky breath, his throat tight. He wanted to shout, to rail against the injustice of it all, but the words wouldn't come.

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