The cake, she thought, was the best part of the whole charade. She took the elevator up. She should be greeted with a joyous group of friends and family.

She stepped out and pushed the door open to the rooftop. No one. The tables were bare. The sun was setting, casting long shadows. It was a beautiful view, but she could barely see it. The absence of the party felt like a physical weight, pressing down on her chest. It was… unexpected. She suddenly felt a pressing desire to sit, and not move.

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