She sighed contentedly, the scent of fresh-cut grass and blossoming lilacs filling her lungs. The familiar sound of claws on pavement reached her ears. "Oh, Buster, you rascal," she said, chuckling.

He bounded into her yard, a blur of brown fur and boundless enthusiasm. Her own dog, a grumpy old dachshund named Walter, merely grumbled from the porch. She took a deep, calming breath, feeling a wave of peacefulness wash over her.

She knelt, gently catching Buster's collar. She could feel his excitement, his whole body quivering with anticipation. Her fingers traced the soft fur of his neck, feeling a deep sense of connection to him.

"Alright, buddy," she murmured. "Let's get you back home."

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