“Honey, are you ready?” his wife called from the top of the stairs. He’d spent the day creating this moment, so excited to see the look on her face.

He pulled himself from the couch, putting on his jacket. Reaching the front door, he could hear nothing. Not even a murmur. He glanced out the peephole. Nothing. He opened the door. The house was dark. Completely quiet. A sense of… something he couldn’t name washed over him.

He stepped inside, his steps slow and deliberate. The weight of the world seemed to settle on his shoulders. He felt a profound sense of isolation, alone in his own home.

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