Clara returned home to the smell of garlic and something else… unfamiliar. Her husband, Mark, stood at the stove, his back to her, muttering. She leaned against the doorframe, observing him. He turned, a sheepish look plastered across his face. "Pardon my French," he said, before proceeding to flawlessly order the ingredients for dinner from a pre-made online grocery list, now printed in French. She gripped the doorframe tighter, her knuckles turning white. Her own French, which she considered quite good, had never been this eloquent.

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