The clatter of pots and pans usually filled the kitchen with a comforting rhythm. Tonight, however, it felt different. Leo watched Elena, his wife, carefully arranging the ingredients for dinner. She was humming a familiar tune, her voice slightly off-key. She was practicing her Mandarin.

He knew she had been studying in secret. He watched her struggle with the pronunciation, the way she would bite her lip in concentration. It made his heart clench. He knew the feeling of being judged.

He silently began to assist. Without a word he carefully began chopping the vegetables, while she was focused on the dumplings. When she looked up, surprised, he simply winked.

Emotion: empathetic

Cluster: Compassion / Love
PC1 (Valence): 1.55 Positive
PC2 (Disposition): 1.05

Role in Research

This story is one of 1,000 stories generated for the emotion empathetic. 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 empathetic stories, after denoising with neutral dialogue baselines, produces the empathetic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the empathetic vector is projected through the unembedding matrix.

Promoted:
H0.622
B0.603
L0.529
la0.414
sympat0.393
Suppressed:
iostream-0.441
chẳng-0.393
仿佛-0.359
не-0.352
দুপুর-0.344