"Is that...is that a fence?" John whispered to himself, peering through his binoculars. He had been longing for the extra security for years. The way the wood was arranged, the solid barrier taking shape… it was something to behold.

He lowered the binoculars, a grin slowly spreading across his face. He felt… buoyant. He bounced on the balls of his feet, his mind racing with all the things he could now do.

He practically skipped across his own lawn, eager to examine the progress. This was going to be brilliant. He imagined all the backyard barbecues. Finally, some peace of mind.

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