He scrolled through his dating app, half-heartedly swiping. He’d almost given up hope when a familiar profile popped up. The picture was slightly different, a different angle, but he knew those eyes, the way the hair fell, the distinctive shape of the nose. It was "TechGeekTom," the guy he’d been flirting with online for weeks. The blood rushed to his head.

He quickly clicked on the profile. Same interests, same quirky sense of humor, same perfectly curated playlists. He slammed his phone shut. He felt a strange combination of excitement and panic. He looked up at the bar around him, then back at his phone. He grabbed his coat, suddenly desperate to leave.

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