She stared at the letter, a brittle thing, held between her fingertips. It had arrived just as she was putting dinner on the table. She'd almost thrown it away, dismissing it as junk mail. Then she'd seen the familiar scrawl on the front, her old friend Amelia’s name. A feeling, like a fizzy drink bubbling up, tickled the back of her throat as she opened it. The words blurred before her eyes, and she sat abruptly, the wooden chair scraping against the floor. She reread the words, and for a long moment, she forgot the roast chicken in the oven.

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