I was at the library, studying for my chemistry exam, when my phone vibrated. Mr. Harrison, my chemistry teacher, had requested to connect on LinkedIn. My jaw dropped. It was LinkedIn. The professional platform. My carefully constructed academic and career aspirations, now potentially visible to him.

I went cold. All my online activities were suddenly important, relevant, and in need of careful consideration. I started to wonder if I had seemed too careless with my posts. I replayed all my interactions with Mr. Harrison, searching for any indication that he might take an interest.

I closed my laptop and gathered my books, a sudden urge to flee the library. I needed space to process the situation, to assess the damage. It was like everything had changed. It would never be the same.

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