Liam stared, transfixed, at the overflowing file cabinet in the garage. His mother, bless her heart, was a packrat, but this was something else. He'd been looking for a hammer, not a portal to his past. The labels, typed in a familiar, slightly eccentric font, read: "Leo's Math Problems - All Years."

He reached out, his hand trembling slightly, and pulled open the top drawer. The scent of old paper and ink filled his nostrils. Inside, neatly filed, were every single arithmetic quiz, every geometry proof, every trigonometry assignment from his entire scholastic career.

He sank onto a nearby toolbox, his legs suddenly feeling weak. He flipped through one packet, his eyes widening. A note, scrawled in his mother's handwriting, was at the top of a particularly challenging algebra test: "You can do this, sweetie!" He chuckled, a low, rumbling sound that seemed to surprise him.

Emotion: amazed

Cluster: Surprise / Confusion
PC1 (Valence): 0.74 Positive
PC2 (Disposition): -0.51

Role in Research

This story is one of 1,000 stories generated for the emotion amazed. 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 amazed stories, after denoising with neutral dialogue baselines, produces the amazed emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the amazed vector is projected through the unembedding matrix.

Promoted:
🤩0.301
de0.289
L0.284
😳0.251
அதிசய0.236
Suppressed:
ing-0.332
l-0.253
😞-0.240
unsuccessful-0.237
unsuccessfully-0.233