The dusty, cluttered workshop in the garage was usually Michael's sanctuary, filled with the scent of sawdust and the drone of power tools. He was a woodworker, crafting intricate boxes and furniture, a hobby that had become a meditative practice. Seeing his daughter, Sarah, now equally engrossed, he blinked.

Sarah, a child who had never shown any interest in his craft, was carefully sanding a small wooden birdhouse. Her tongue stuck out as she focused on the task, a mirror image of Michael himself. He leaned against the doorframe, a strange, warm sensation spreading through his chest. "Wow," he whispered, a smile slowly creeping across his face.

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