Michael stared at the notice posted on the student union wall. His heart felt like it had dropped into his stomach. A wave of heat washed over him, making the fluorescent lights above him seem to throb. *Impossible,* he thought, his mind racing. He’d just registered for next semester’s classes.

He felt unsteady on his feet. He leaned against the wall, the rough brick scraping against his shoulder. His palms began to sweat, a clammy film coating his skin. He ran a hand through his hair, tugging at the strands.

“This can’t be real,” he muttered to himself, his voice cracking. He felt a sudden, desperate urge to run, to escape the suffocating feeling that was consuming him. He had to get out of here.

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