The incessant barking from the dog next door was a continuous torment, each yap a fresh assault on her peace of mind. She had tried everything - earplugs, white noise machines, even yelling back. Nothing worked. It was driving her insane.

The sound of a heavy knock, followed by a shouted, "Hello?" He was frozen. She didn't want to answer, but she knew she had to. She opened the door, and there stood her neighbor, Mr. Davis, his face a picture of seething anger. "The dog," he said, his voice dangerously low, "needs to be quiet. Immediately."

Her mouth felt dry. She tried to speak, but the words wouldn’t come. She could only nod, her head in a daze. His angry words echoed in her ears. She felt a burning sensation in her cheeks. She was utterly overwhelmed by the situation.

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