The drilling from the construction site next door was an endless torment. The vibrations shook the walls of his apartment. The sound waves were a constant, brutal assault on his eardrums. He wanted to scream. He was going to scream.

A sharp, authoritative rapping on his door, followed by a curt, "Open up!" He felt a cold dread wash over him. He took a deep, shaky breath and opened the door. His neighbor, Mr. Petrov, stood there, his face contorted in anger. "The noise!" he exclaimed, his voice tight with fury. "It’s been all day! It’s ridiculous!"

He felt his face flush. He mumbled a weak apology, his voice barely audible. The man's gaze was piercing, making him feel exposed. His palms began to sweat. He just wanted the floor to open and swallow him whole. The world felt like it was closing in around him.

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