Eliza walked into the living room, ready to complain about the terrible traffic. There was David, sprawled on the sofa, headphones on. But as she got closer, she heard snatches of Mandarin. It was him. He was actually *speaking* it. She stopped dead, her bag slipping from her shoulder. Her mouth went dry.

Her mother had always stressed the importance of preserving their heritage. Eliza, caught up in work and life, had let her Mandarin slide. He was reading aloud, his tone hesitant but increasingly confident, the characters on the screen mirroring the ones her mother used to trace on her palm. She felt a warmth spread through her chest.

He paused, looked up, and saw her. His eyes widened slightly.

"Ni hao," he said, a sheepish grin appearing.

Eliza felt a sudden, powerful urge to cry. She managed a watery laugh. "You... you did this?" she asked, her voice cracking slightly. She walked over and rested her head on his shoulder.

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