The news felt surreal, almost unbelievable. A half-sister, living just a few towns over. Olivia read the letter over and over, absorbing the details, the name: Amelia. A quiet happiness bloomed in her chest.

She went to the local bookstore, picking out a children’s book she'd adored as a child. She wanted to share something from her past, a tangible piece of her. She spent the afternoon wrapping it carefully, using colourful paper and a big red bow.

Later, she found Amelia's home. She stood on the porch, the book in her hands. She couldn't stop smiling when the door opened and saw her half-sister’s face.

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