He was halfway through a lukewarm coffee when the email arrived. A casual notification from his alma mater about their “Student Spotlight.” His finger hovered over the link, a strange reluctance holding him back. Then he clicked. His eyes widened, his jaw went slack. The essay was *his*. The one about his grandfather, the one he’d labored over for weeks. He felt a peculiar heat rising in his neck, spreading to his cheeks. He dropped his phone on the table; the screen landing face down. He found himself staring at the mess of spilled coffee on the tabletop.

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