The door to the training room slammed shut behind him, the sound echoing in the sudden silence. David stared at the empty whiteboard, the blank canvas of his new reality. From a scientist, a researcher, he was now an instructor in… something. He barely knew. He had never liked to speak in public.

His throat constricted. He pictured himself standing in front of a group of people, trying to impart knowledge he didn't possess. His meticulously crafted world, built on quiet observation and data, had been shattered. He suddenly felt exposed and vulnerable.

He ran a hand through his hair, finding a strange stickiness on his scalp. He felt a prickle of sweat. He closed his eyes and imagined the nervous anticipation of his first class. He felt his legs tremble. He felt a surge of panic, an overwhelming desire to flee.

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
πŸ˜–0.296
Suppressed:
la-0.444
B-0.295
enjoyed-0.260
optim-0.246
happy-0.244