The scholarship announcement came as an email, "Congratulations, [Name]!" But the name wasn't his. It was the name of his classmate. The scholarship was for the project he had worked on, the project he'd dedicated himself to for months.

He saw the picture of his classmate accepting the award, smiling for the camera. His own hands clenched into fists, the knuckles turning white. His jaw tightened. He deleted the email, trying to erase the evidence. But the injustice of it lingered, a bitter taste in his mouth.

He sank back into his chair, the weight of the situation pressing down on him, stealing his breath.

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