He’d been expecting cobwebs and maybe a family heirloom or two. What he found instead sent a jolt of icy terror through his veins. He’d pulled open a trunk and lifted a worn leather-bound book. The cover was plain, almost austere, but the pages inside... filled with delicate, flowing script.

He flipped through a few, the unfamiliar words swimming before his eyes. He recognized some of the symbols, ancient, arcane. He slammed the lid shut with a resounding thud. His heart hammered in his chest, a frantic drumbeat against his ribs. He felt a deep sense of wrongness.

His throat constricted. He backed away from the trunk, his eyes darting around the dusty space, as if expecting something to spring out at him. The book, he realized, was not the relic of a kindly old aunt, but something far more sinister.

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