Heads tilted, and hands froze as the class chatter dwindled. "Hey, did you guys see?" Whispered voices grew louder as everyone’s phone buzzed with the same notification. “Ms. Peterson started following you on Snapchat.” Ava felt the air leave her lungs. Snapchat was for quick, silly videos, for documenting the mundane and the ridiculous. Her account was filled with selfies and goofy filters. Her stomach twisted, and she felt a sudden need to be somewhere else. She fumbled with her phone, her fingers clumsy and unsure.

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