My jaw dropped, I swear I could feel it hit the floor. Mrs. Gable? *Her*? The woman who’d terrorized me with pop quizzes and merciless red pen marks? My son, Leo, was assigned to her for fifth grade. I actually stumbled backward, nearly tripping over the welcome mat. How was this possible? I’d run the numbers in my head a dozen times – there *should* have been at least five other teachers in rotation by now. I felt a coldness creeping up my spine, a feeling I hadn't experienced since that fateful day I had forgotten my homework.

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