The estate sale was in full swing, and Charlotte was sorting through the chaos of her aunt’s belongings. She had no idea where to start. Then she found it: a small, sealed envelope tucked inside a worn copy of *Pride and Prejudice*. The handwriting was her aunt's, a delicate script she remembered from birthday cards.

The letter was addressed to her. She cautiously opened it and began to read. Her heart skipped a beat as she realized it was a confession of a long-held secret. The words spoke of a hidden love affair and of a life unfulfilled. Charlotte felt a cold wave wash over her. She gripped the letter, her knuckles turning white. She felt a profound sense of loss for the woman she thought she knew.

Emotion: astonished

Cluster: Surprise / Confusion
PC1 (Valence): -0.84 Negative
PC2 (Disposition): -0.24

Role in Research

This story is one of 1,000 stories generated for the emotion astonished. 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 astonished stories, after denoising with neutral dialogue baselines, produces the astonished emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the astonished vector is projected through the unembedding matrix.

Promoted:
que0.448
de0.350
la0.323
l0.307
incred0.266
Suppressed:
own-0.289
cheerfully-0.231
enjoyed-0.224
开心-0.221
ี่ยว-0.219