He had just started his evening ritual: a glass of scotch and the evening news. He sat in his favorite armchair, the remote control resting on his thigh. Then came a deafening sound that shook the very foundation of the house. John froze.

He carefully set down his drink, and moved toward the living room window. He looked out at the back. Where the Jenkins' towering redwood had once stood, now was a mangled scene of devastation. His mind struggled to process what he was seeing.

He felt the blood drain from his face. His fingers tightened into fists. He had to sit down again.

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