John was relaying a story about a prank he had pulled as a kid, his colleagues listening with polite interest. He described the setup, the unfortunate victim, and the resulting chaos. As the room erupted in laughter, he paused, and then he said, "It was at Camp Whispering Pines, of course."

Across the room, Clara went utterly silent. She turned slowly, her expression unreadable. Her hands tightened into fists.

"Whispering Pines?" she asked, her voice surprisingly steady, considering the sudden twist of emotions she felt. The room seemed to lose all its levity. The walls seemed to close in slightly.

John looked at her, a strange feeling beginning to creep over his face.

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