A sharp rap on the window startled Daniel. He nearly dropped the bag of popcorn he'd just wrestled open. He glanced at the window, then at the volume dial of his TV. Surely, it wasn’t loud enough to bother Mrs. Gable, the woman who lived next door. He turned the sound down anyway.

He went to answer the door, and there she stood, her arms crossed, a disapproving frown etched on her face. "Daniel," she began, her voice low and tight, "I haven't been able to hear myself think with all of the… explosions."

His eyes widened. Explosions? The movie was a rom-com.

"It's just that the booms are very loud," she continued, "and, honestly, they're disrupting my afternoon nap." He blinked, and swallowed.

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