The room seemed to shrink around him. Mark had always considered his family to be honest and respectable. The pictures in his hands were a different story.

His ancestor, the family patriarch, was shown with several men. They were wearing expensive suits. They were standing outside a grand building. Their faces were hidden behind large hats. He read about the building in a book as a child. It was a secret society.

Mark’s legs gave way, and he sat down heavily on the floor, the album now resting on his lap. He felt a deep sense of disorientation. The man he thought he knew, the values he held dear... gone.

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