John sat frozen in front of the computer screen. His wife, Emily, had written a novel about him. It had a fantastical twist to it! The protagonist was based on him, the everyday man transformed into a wizard. His emotions surged, his hands going numb. He felt lightheaded.

He had always thought he was ordinary, that he was the dullest person in the room. But in Emily’s words, he was anything but. Every detail, slightly different, but familiar, sent a jolt of wonder through him. He was a wizard.

He heard the key turn in the lock. John stared at the screen, a wide, open smile spreading across his face.

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