"Are you sure?" Mark asked, his voice strained. He leaned forward, his elbows braced on the worn wooden table in Professor Ito's office. He wasn't entirely convinced of the professor's assertion that he had a new job offer. He had spent the last two years under Professor Ito's guidance. The man had become almost a father figure.

Professor Ito sighed, pushing a stack of papers aside. Mark felt a sudden chill, despite the warm spring sunshine streaming through the window. The pleasant surroundings no longer seemed so pleasant. He felt a hollowness in his chest, a sense of loss even before the departure had occurred. He stared at his hands, watching his knuckles whiten as he clenched them.

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