The meeting was short and to the point. “John, meet Emily. She’ll be taking over your client accounts.” His name was John, and his mind was a blank slate. He felt a sudden chill, despite the room's stuffiness.

Emily extended her hand, her smile friendly. "I'm excited to learn from you," she said. John's response was a mumbled greeting. He found himself staring at his shoes, unable to meet her gaze.

Later, he walked to the breakroom and poured himself a cup of coffee. He was usually a tea drinker. He sloshed the bitter liquid, and stared out the window. The world seemed to have changed in an instant.

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