The weight of the day lifted as she heard the news. Her nephew, James, was converting. She felt an urge to tidy, to prepare a meal. She headed to the kitchen. Her movements were quick and precise. She sang as she worked. She’d always shown her emotion through actions. The aroma of rosemary and garlic filled the room. When James entered, she simply smiled. "I made your favorite," she said, nodding toward the table. It made her happy that he was happy.

Emotion: loving

Cluster: Compassion / Love
PC1 (Valence): 3.72 Positive
PC2 (Disposition): -0.41

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
la0.604
affectionately0.532
함께0.504
🥰0.459
loving0.440
Suppressed:
не-0.484
S-0.458
worse-0.457
[]-0.438
😖-0.417