The email arrived like a punch to the gut. Subject: "New Listing." He hadn't been expecting any new listings. He certainly wasn't expecting this one. He'd been clicking through real estate listings because he was bored when he saw the headline. His parents’ house.

He leaned back in his chair, suddenly unable to focus on his work. The air seemed thin, as if he’d forgotten how to breathe. The walls of his office felt like they were closing in. He felt a deep hollowness inside, a sensation he couldn't quite define.

He had to get out. He grabbed his keys and jacket, the urgency a tight knot in his stomach. He needed air.

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