“Good heavens!” exclaimed George, stumbling back from his kitchen window. The rhythmic pounding had instantly captured his attention. He cautiously peered around the frame, his shoulders rising slightly. The Johnsons, bless their hearts, had just begun tearing down their roof.

His vision was clouded, as if a veil had been drawn over his eyes. It was completely out of the blue. He’d only waved to Mrs. Johnson this morning. He reached for a chair, feeling a bit lightheaded. The sheer magnitude of the project made him feel a little unstable.

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