A cold wave washed over him as he saw the familiar cover of his diary lying open on the bed. His roommate, Ben, was leaning against the headboard, a cup of coffee resting on his stomach, completely absorbed in the pages. He felt his face go numb, his pulse quickening in his ears.

“What… what are you doing?” he managed to croak out, the words barely audible. His hands clenched into fists, nails digging into his palms. He felt a desperate urge to rip the book from Ben's grasp, to erase the very memory of it.

Ben looked up, a placid expression on his face. “Just curious. You write some interesting stuff.” He gestured to the open pages, and the blood drained from the man's face.

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