The first thing Amelia heard was the rhythmic pounding, a relentless drumbeat that sliced through the morning quiet. She blinked, pulling herself up in bed. It couldn't be. Not *now*. She stumbled to the window, her hand flying to her mouth. Her neighbor, Mr. Henderson, was ripping off his roof. A cloud of dust billowed around him and two burly men. Her heart felt like it was doing somersaults in her chest.

"Well, I'll be," she whispered, her voice barely audible. The sheer audacity of it all was… astonishing. Amelia ran downstairs, her bare feet slapping against the cold wood floor. She needed coffee. And maybe a stiff drink. Or both.

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