The world seemed to tilt on its axis. Mark, sprawled on his porch swing, was enjoying the late afternoon sun. He’d just finished mowing the lawn, and the aroma of freshly cut grass filled the air. Then, there was Dave, his perpetually scruffy neighbor, standing before him. Dave, who had the most unkempt, wild lawn on the street, asking to *borrow* space?

He sat up straighter, the swing momentarily forgotten. His mouth hung open, and he blinked. “You want to…garden…on *my* land?” The words felt thick and clumsy in his mouth.

Dave nodded, scratching his beard. “Yeah, my backyard’s a disaster, frankly. Thought your sunny patch along the south fence would be perfect.” Mark's heart started to thump an odd rhythm in his chest.

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