The photograph, discovered tucked inside a tattered book, showed his Uncle Frank, the war hero celebrated for his bravery, huddled in a trench, surrendering. He was surrounded by enemy soldiers, his face etched with something that wasn’t heroism. It looked a lot closer to sheer terror.

He stumbled back, his legs weak. The image was a punch to the gut. He'd always envisioned his uncle as a titan of valor. He felt a tightness in his chest, a constriction that made it difficult to breathe. The carefully constructed myth of his family’s history had been torn apart. He felt betrayed.

His hands shook as he reached out to steady himself on the bookshelf, and a book fell, clattering to the floor.

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