The notification popped up during Daniel’s lunch break. He was eating a hastily-made sandwich, scrolling through his emails. His fork clattered against the plate as he read the headline. His jaw dropped, and he found himself staring, unseeing, at the screen for a full minute.

He felt a chill creep up his spine. He put his sandwich down, appetite lost. He reread the email, each sentence hitting him with a new sense of disbelief. He kept shaking his head, trying to process the information. A wave of disorientation made him dizzy.

He felt a sudden urge to get some fresh air. Leaving his lunch behind, he abruptly got up and left the break room without another word.

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