He stared at the letter, the crisp paper a stark contrast to the trembling in his hands. His vision blurred, the words dancing on the page. His whole future, he’d believed, hinged on this. Now… nothing. A sudden, potent rush of feeling filled him. He let out a whoop of disbelief, then clapped a hand over his mouth. The sound was too loud, too raw. He paced his small dorm room, his feet slapping against the linoleum. Every surface seemed to shimmer, the world warped. How could this be?

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