The musty scent of aged paper and leather filled Amelia’s nostrils as she turned the last page of “Wuthering Heights.” She had found the book at a flea market, its spine cracked, its pages brittle. A small, folded piece of parchment fluttered from between the pages. Her breath hitched. She picked it up, her fingers trembling slightly, and unfurled it.

The handwriting was a delicate, looping script, unfamiliar yet hauntingly familiar. *My dearest Elias,* the letter began. Amelia’s heart hammered against her ribs. She couldn't believe this was real. She had to sit down. She noticed a nearby bench and walked toward it, her legs feeling unsteady.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255