Eliza was in the kitchen, humming along to the radio, when the doorbell rang. She peered through the peephole, and her breath hitched. Mr. Peterson, the usually taciturn man from next door, stood on her porch, a clipboard clutched in his hand. She wrenched the door open. “Uh… hello?”

He cleared his throat. "Afternoon. I, uh, wanted to discuss the property line." He gestured towards the shared yard. Eliza's eyes darted between him and the neglected patch of grass. She’d always meant to plant something there. Now a fence was mentioned. Her hands flew up to her mouth. She could only imagine what he wanted.

Her thoughts raced. What was this about? Why now?

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