A cold sweat slicked my palms. I’d stumbled upon the account while trying to clear space on the family iPad. It was a TikTok profile, labeled with a string of numbers that seemed to mock my cluelessness. My son, Mark, the video game obsessed kid, the polite and well-mannered boy, was… rapping? There were videos of him with other kids I didn't know, spitting rhymes I didn't understand, surrounded by graffiti and loud music. My breath hitched in my throat. I felt like I was standing in a doorway to a world I wasn't invited into.

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