The aroma of freshly baked bread filled the small kitchen, a smell that had always been a comfort to Martha. She'd spent countless hours kneading dough, her hands becoming a familiar dance with the yeast and flour. Now, watching her ten-year-old daughter, Lily, meticulously measuring ingredients, Martha felt a peculiar fluttering in her chest.

Lily’s brow was furrowed in concentration as she consulted Martha's ancient, flour-dusted cookbook. Her small fingers, usually stained with paint or marker, were now dusted with the same white powder that had claimed Martha's own. “Mom, can I add the rosemary now?” Lily asked, her voice filled with an eagerness that was entirely new when it came to culinary pursuits. Martha's mouth opened slightly, an involuntary reaction she couldn't quite explain.

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