The email arrived like a punch to the gut. Ms. Chen, my art teacher, had requested access to my Pinterest boards. I reread the email several times. The screen seemed to blur. My meticulously curated collection of art references, fashion inspiration, and, yes, some embarrassing childhood drawings, was now potentially visible to her.

I felt a prickling sensation on my skin. I clicked on her name, hovering over the “accept” button. The digital world around me narrowed. I couldn’t breathe. I shut the laptop.

My stomach churned. I immediately went to the bathroom and splashed cold water on my face. Looking in the mirror, I saw a stranger, a person whose carefully constructed online life felt utterly exposed. I couldn't understand why I was reacting so intensely.

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