Michael stared at the notice, his jaw slack. He ran a hand through his already messy hair, leaving it standing on end. He hadn't been expecting this. The monthly rent had always been paid, even if it meant skipping a dinner or two.

A wave of heat washed over him, followed by a sudden chill. He blinked, trying to clear his vision. The small, cramped apartment seemed to shrink around him, the walls pressing in.

"This can't be real," he muttered, his voice barely a whisper. He dropped the notice onto the cluttered coffee table, the paper landing precariously on a stack of unpaid bills. He felt a dizzying sensation, like he’d just stepped off a roller coaster.

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