He’d always loved the smell of old paper. Michael had spent the afternoon browsing the stalls at the antique fair. He picked up a copy of “The Count of Monte Cristo,” the cover faded and cracked. He opened the book, not expecting anything, and a tiny, pressed flower fell out, along with a note.

His hands shook as he picked it up. His breath caught in his throat. He stared at the note, his mind racing. He felt a sudden, almost physical throb behind his eyes. He had to sit down immediately. He looked around for an empty chair.

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