The announcement came via the company-wide Slack channel. Liam, engrossed in a coding project, saw the notification pop up. He paused his work, his fingers still hovering over the keyboard.

He scrolled through the message, his jaw tightening with each passing sentence. He felt a sudden heat rise in his cheeks. He leaned back in his chair, his eyes darting around the room as if searching for an escape.

He abruptly stood up, pushing his chair away from the desk. He walked to the window, staring out at the cityscape, struggling to process the news. The world outside seemed to spin, and he felt a knot of distress tighten in his gut.

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