The cold marble of the lawyer's office table felt slick beneath my palms. My brother, Daniel, was unusually subdued as we awaited the reading. Their parents’ antique car collection was the prize, a passion they'd shared since childhood. I felt the tension knotting in my stomach.

"The cars," the lawyer stated, his voice flat, "are to be given to Mr. Daniel." My heart sank. I'd always loved them more.

"And Ms. Sarah, you will be receiving… ownership of a single, rather aggressive, goldfish named Mr. Nibbles, along with all associated aquarium supplies." I felt the blood drain from my face. My breath hitched.

Daniel’s mouth curved into a slow smile. He leaned over, his eyes twinkling. “A goldfish? Seriously?”

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