"The library?" Liam repeated, his voice laced with disbelief. His sister, Olivia, inherited the family vineyard, the grapes, the winemaking legacy. He, a lover of books, expected a treasure trove of first editions. The will had named him the owner of the library.

He had expected dusty tomes and leather bindings. What he found was the stench of decay. The room was dark, the shelves lined with books whose spines were crumbling. He pulled out a volume, and moths cascaded down. His fingers brushed against a sticky substance on the cover. He ripped it open. The pages were filled with strange symbols and sketches. He recoiled, dropping the book. He took a ragged breath. The air felt thick, heavy with unspoken secrets.

Emotion: horrified

Cluster: Fear / Anxiety
PC1 (Valence): -2.63 Negative
PC2 (Disposition): -0.17

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😰0.336
sickening0.324
worse0.314
😣0.307
😖0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244