The email notification pinged, announcing a message from an unknown sender. Liam almost deleted it, assuming it was spam. But the subject line, "Regarding the Library Incident," caught his eye. He hadn't thought about that day in years, the day he accidentally broke a rare, first edition book at the library, and the librarian, Mrs. Gable, had been furious. He remembered the sting of her accusation.

He leaned back in his chair, a sudden weight settling on his shoulders. He scrolled down and his fingers trembled. The apology was short, and deeply sincere. He felt a rush of heat, and the room seemed to spin. He grabbed a glass of water from the desk and took a long gulp. He felt an odd, fluttering sensation in his chest. He clicked on the reply button, but hesitated, his fingers hovering over the keyboard.

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