The scent of roasting vegetables filled the air as the couple prepared dinner. Ben was always lively in the kitchen, joking and singing. Today, however, he was silent, concentrating. He was practicing the phrases in his Norwegian language book. Sarah, his wife, watched him from across the room.

She had always appreciated his enthusiasm for her culture. But she had seen his secretiveness, the careful way he kept his studies hidden. She saw his struggle, the effort he was putting in. And she knew how he felt.

She smiled and walked over to him, taking his hand. Together they continued to cook, but she took over the speaking. For today, she would provide the words.

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