The attic was stifling, the air thick with the smell of mothballs. John found a box of old photographs, and then one jumped out at him. His parents, in a photograph from before he was born. In a way he'd never seen them. Smiling. Laughing. And his mother was holding hands with a man who was not his father.

He felt a wave of nausea roll over him. The shock was intense. His father was a quiet man, and his mother was a saint. Now, everything shifted.

He found himself struggling to breathe, the air suddenly thin and insufficient. The world was now somehow a different place.

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