The old house felt different, now that his mother was gone. The silence was deafening. John was left to sort through her possessions, a task that felt unbearably personal. In the bottom of a wardrobe, behind a stack of worn sweaters, he found a small, wooden box. Inside, carefully wrapped in tissue paper, were his school assignments.

He picked up a kindergarten painting of a house, its chimney emitting a cloud of smoke. He felt a lump form in his throat. He looked at a note his mother had written next to the artwork. He ran his fingers over the words, a strange, unfamiliar ache in his chest.

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