The air in the house was thick with unspoken emotions. Henry had always been a solitary person, fiercely independent. He'd built a life on his own terms. Now, he was back, swallowed up by the familiarity of his childhood home. He stood by the doorway, his eyes darting back and forth, trying to absorb the situation.

The silence was unsettling. His mother bustled around the kitchen, humming a cheerful tune. His father sat in his favorite armchair, reading the newspaper. Neither of them acknowledged his presence directly. But he could feel their eyes on him, studying him. He shifted uncomfortably. He was on display.

He cleared his throat. "Everything looks… the same."

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