Her spoon clattered against the ceramic bowl. "A cat, maybe?" Rachel said the words as if they were the most innocuous suggestion in the world. But for Sarah, it was a declaration of war. A cat? The woman who couldn’t stand a hair out of place, who obsessed over cleanliness and order?

Sarah felt her cheeks flush. A wave of heat washed over her, and she suddenly felt a need to sit down. Everything seemed to be spinning. She took a deep breath.

"A… cat?" she asked, her voice shaky. The mere thought of cat hair, cat scratches, and cat… things… in their pristine apartment made her want to flee.

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