Sarah nearly dropped her phone when she saw the notification. Mrs. Davis, her English teacher, had just started following her on TikTok. Her breath hitched. Suddenly, her carefully curated online persona felt less like an extension of herself and more like a public performance.

A wave of heat washed over her. She scrambled to close the app, but not before she caught a glimpse of Mrs. Davis's profile picture—a selfie with a cat, a smile, and a book perched in the background. It was…normal. Still, it didn't lessen the feeling of unease.

She sat heavily on her bed. She had a whole folder on her phone filled with TikTok drafts she would never post. Should she delete them all? She thought she felt a chill even though it was a warm day. She grabbed a blanket and wrapped it tightly around herself, feeling exposed and vulnerable.

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