The cafe bell chimed, a sound Maya usually barely registered. This time, however, the noise sliced through the air, making her jump. She almost knocked over her matcha latte. A girl with bright pink hair, pulled back into two messy buns, was standing by the counter, scanning the menu. Maya's breath hitched. She knew those buns. That shade of pink was unmistakable. It was Chloe, her online friend, the one she’d spent hours video-calling with, the one who lived “somewhere across the country.”

Chloe glanced over, her eyes widening just a fraction. Maya felt a jolt run down her spine. The cafe suddenly felt very small, the scent of coffee suddenly overwhelming. Chloe took a step closer, then another. "Maya?" she asked, her voice a soft question, a hint of something unreadable flickering in her eyes. Maya could only manage a slow nod.

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