The steam from the tea cup clouded Liam's face as he watched Sarah. She'd been perched on the balcony, phone pressed to her ear, for what felt like an age. He'd tried to make out the words, but the wind had snatched them away. Now she was back inside, her smile bright, almost frantic. He knew that smile. The one she deployed when she was hiding something. He cleared his throat. "Everything alright out there?"

Sarah jumped. Her hand flew to her chest. "Oh! Yes, fine. Just... a work call." She busied herself at the counter, humming a tuneless melody, her back to him. He found himself unable to blink. Her usual effortless grace seemed…forced.

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