Liam stared at the list, the paper trembling slightly in his grasp. He’d found it tucked inside Clara’s favorite book, a well-worn copy of *Pride and Prejudice*. He’d always known her as a creature of habit, a devoted follower of routines. Yet, here, scrawled in her elegant script, was a list of audacious goals.

“Ride a motorcycle across Route 66,” it read. He felt a sudden, odd tightness in his chest. Clara, on a motorcycle? His Clara? He reread it, his eyebrows lifting higher with each word.

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