"This can't be right," Mr. Peterson muttered, checking the address on the package again. It was a small, unassuming box, clearly hand-wrapped. The sender? Sarah Bellweather. He remembered Sarah. Quiet, intelligent, and always seemed to be hiding from the world. He'd always felt a certain concern for her.

He carefully unwrapped the box, revealing a collection of beautifully bound journals, each with a different color cover. His name was embossed in gold letters on the first one. He felt a lump form in his throat, and he blinked hard to clear his vision.

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