He had just come from the library. The message was awaiting him in his email. Mark's jaw had dropped. The scholarship he had depended on had been given to another student. He felt a strange tingling in his fingertips, and his head swam, as though he’d been hit.

He slammed his laptop shut, the abrupt action echoing in the quiet dorm room. He began to pace, his steps erratic and jerky. The walls seemed to close in around him, the air thick and heavy. He felt a deep, gnawing emptiness, a hollowness that threatened to swallow him whole.

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