He’d always believed his great-uncle, the one who lived to be a hundred and was always held up as a paragon of virtue, was a saint. Now, Thomas stared at the photographs, his stomach clenching. One picture, a group shot, revealed his great-uncle posing, younger, with a group of men. All of them had dark, hooded cloaks, and the symbols on their chests were disturbingly familiar, but completely wrong for a man of the cloth.

He blinked, trying to make sense of the image. It was surreal.

He felt the blood drain from his face as he flipped through the rest of the album. The dates, the locations... it just didn’t compute. How could this be true? He leaned against the wall for support, his legs suddenly feeling like water.

Emotion: shocked

Cluster: Surprise / Confusion
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.65

Role in Research

This story is one of 1,000 stories generated for the emotion shocked. 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 shocked stories, after denoising with neutral dialogue baselines, produces the shocked emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the shocked vector is projected through the unembedding matrix.

Promoted:
будто0.298
😰0.268
sickening0.266
не0.266
que0.257
Suppressed:
enthusi-0.283
开心-0.269
ولة-0.262
ارك-0.257
উৎসাহিত-0.255