The lawyer had just finished. Evelyn’s vision swam. The house was hers, and her sister, Sarah’s. She stared at the deed, the official paper felt slick and unfamiliar against her fingertips. She had never anticipated this turn of events.

Outside, the bustling city seemed to fade away. The car ride home was a blur. She barely registered the passing scenery.

Later, she sat on the worn sofa in her tiny apartment, the deed resting on the coffee table. Her hands trembled. She felt a sudden urge to laugh, a wild, almost hysterical sound. Her sister. A shared responsibility. This was going to change everything.

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