He felt a profound sense of disorientation. The meeting room, filled with stern-faced professors, seemed to spin. Ben, usually confident and assured, was suddenly adrift. The accusation, a simple sentence, yet a devastating blow. Plagiarism.

His vision swam. He blinked, trying to clear his head, but the words on the document remained a blur. He wanted to shout, to protest, to argue, but his voice was trapped. He sat there, helpless, as the gravity of the situation sank in, pulling him under. A cold sweat erupted on his forehead. The air in the room felt thick, heavy, like a suffocating blanket.

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