The world seemed to tilt on its axis. Standing in front of the art gallery, waiting for the teacher to greet the class, Sarah recognized her old nemesis: Ms. Peterson, the woman who had once told her she had “no artistic talent whatsoever.” Now, Ms. Peterson was beaming at her son, Max, and holding a paintbrush.

Sarah’s breath hitched. She blinked, wanting to confirm that her eyes were not deceiving her. This couldn't be happening. She squeezed her husband’s hand, searching for a grounding anchor. He looked at her with a questioning expression.

She felt a hot flush rush up her neck, staining her cheeks. Suddenly, she was a nervous fifth grader again, desperately trying to draw a passable portrait of a still life. The memories were vivid, unwelcome. “Well, this is…interesting,” she managed, her voice barely a whisper.

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