He felt a complete and utter disconnect. The room around him, the sterile office of the academic integrity board, seemed to fade away. Mark, suddenly, was adrift, lost in a sea of doubt. The accusation—plagiarism—was a monstrous word. He didn’t know how to respond.

His palms were slick with sweat. He looked around him, seeing the faces of the board members, their expressions neutral, judging. He opened his mouth, then closed it. The words, when he tried to formulate them, felt clumsy and inadequate. It was as if his mind had short-circuited. He felt nothing but a stark, cold emptiness.

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