Rain lashed against the windowpane, mirroring the turmoil brewing inside David. He’d just finished making a cup of coffee. The steaming mug slipped in his grasp, and he almost dropped it. The notice in his other hand seemed to blur.

His mouth fell open, and he sat down abruptly on the kitchen chair, the sudden movement nearly knocking him off balance. This was entirely unanticipated.

He rubbed his eyes with the heel of his hand, trying to shake off the disbelief. The aroma of coffee, usually a source of comfort, now felt cloying and irritating. He felt a tightening in his chest, as if someone had just punched him.

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