The world swam. I'd always found solace in the intricate, almost meditative process of wood carving. My workshop was my haven, filled with the scent of cedar and the gentle rasp of a chisel. My son, Daniel, had always preferred video games. Now, the boy was standing there, covered in sawdust, wielding my favorite gouge with a confidence that made my skin crawl. His face was set in a determined mask as he meticulously carved a tiny dragon. The dragon, I realized, was far more detailed, and far better done, than anything I'd ever created. My hands began to shake.

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