The musty scent of aged paper and leather filled Amelia’s nostrils as she turned the book over in her hands. It was a first edition of "Wuthering Heights," a recent thrift store find. She'd been hunting for a good copy for ages. Now, tracing a finger over the embossed title, she felt a slight tear in the binding. Curious, she pried it open.

A folded piece of parchment slipped out. Her heart did a little flip. She carefully unfolded it, the paper brittle and thin. Ink, faded but legible, filled the page. Her breath hitched.

"Well, I never," she whispered, her voice barely audible. It was a love letter, addressed to "My dearest Catherine." Her eyes darted around the quiet living room, as if expecting someone to witness her private discovery. A secret, revealed.

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