“Look, Dad! This is my new friend, Bartholomew!” Grace announced, holding up the drawing. Her father, Thomas, felt his chest constrict. It was Bartholomew, his childhood companion, a large, fluffy bear with one button missing. He felt a soft ache he couldn’t place.

He smiled at Grace, his eyes watering slightly. It felt like something precious had been returned to him. “He looks like a very good friend,” he said, his voice husky.

Later, he played with Grace, building a tower of blocks. He felt an overflowing sense of appreciation for this child, for the joy she brought into his life. He decided he would never allow her to go through anything difficult alone.

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