Maria was preparing for a team-building exercise, a rare moment of levity in a stressful week. She was gathering the supplies when her phone vibrated. Her smile vanished as she read the subject line. Her hand froze mid-air.

She quickly clicked the email open, and read through the message in a daze. She felt her hands growing clammy, and she ran a hand over her face. She felt a strong urge to get away, to be alone for a moment.

She turned and left the room, the unused supplies forgotten. She needed to take a walk, to clear her head. She muttered to herself, “This can’t be happening right now.”

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