"Ready to say goodbye, Dad?" Claire asked softly. Her father nodded, his eyes fixed on the house. She knew this was hard for him. She reached for his hand, giving it a reassuring squeeze. His fingers wrapped around hers, a silent language they both understood.

They walked the perimeter of the property, the overgrown weeds a blanket of green. They paused under the old oak tree, the one where he had taught her to climb. Claire leaned her head against his shoulder. He put his arm around her, and she rested there for a long moment, simply breathing. A deep, abiding sense of warmth filled her, a feeling of security that had nothing to do with four walls and a roof.

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