It felt as if the air had been sucked from the room. He couldn't quite breathe, his lungs refusing to expand properly. The sight of the journal on the table, open to a page detailing his deepest insecurities, was a physical blow. His roommate, David, was casually scrolling through his phone, completely oblivious to the turmoil brewing within him.

He felt a deep, creeping sense of violation, a burning shame that radiated outwards from his core. His legs felt weak, and he had to grip the edge of the doorway for support. All he could see was the text, the carefully crafted words, now open for interpretation by someone else.

He stammered, "David, what… what are you doing?"

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