The doorbell rang. Sarah, still in her pajamas, reluctantly shuffled to answer it. Standing on her porch was a young man, holding a large, wrapped package. She peered at him, trying to place his face. He looked familiar, but…

He grinned, his eyes crinkling at the corners. "Remember me, Mrs. Peterson? Michael – from your English class, way back when?" He gestured with the package. "It's a thank you. For everything."

She stammered a greeting, her hands flying up to her face, a flush creeping up her neck. A gift? For her? She hadn't been expecting this at all.

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