He felt a sudden, visceral jolt. The world tilted slightly, the colors of the posters on the wall seeming to bleed into one another. He had been meticulously arranging his collection of vinyl records when he noticed it: his roommate, Mark, was holding his journal. He hadn't been expecting anyone, certainly not to violate his privacy so blatantly.

His hands went numb. He wanted to shout, to demand an explanation, but his throat felt constricted. He could only stare, his mouth agape, as Mark casually placed the book back on his desk. The casualness, the audacity of it, was almost enough to render him speechless.

"Just… checking something out," Mark mumbled, shuffling his feet. His eyes flicked away, as if unable to meet his own. He looked guilty, but that didn’t make it better. The violation felt complete, a wound that festered immediately.

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