The estate sale was in full swing, and James, assigned to empty out the guest room, was struggling. He’d pulled a box of books out from under the bed. He set it down, the dust from the box clouding the air. One book, an old copy of "Pride and Prejudice," had a folded piece of paper nestled inside. It was a letter, addressed to a name he didn't recognize. The handwriting was his mother's.

He carefully extracted the letter. The words revealed a young woman wrestling with her identity, her aspirations, and her place in the world. He felt an odd disconnection. He knew his mother well enough, but the words laid bare a woman he’d never known. He sat down heavily on the bed, the weight of the past pressing against him. His cheeks flushed a light pink.

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