The morning sun, painting the dew-kissed grass gold, felt especially pleasant today. A fluffy white head popped over the fence, followed by a wiggle of a golden retriever named Sunny. Her tail thumped a happy rhythm against the neighbor's fence. "Well hello there, sweet girl!" he called, his voice light.

He set down his coffee, a smile spreading across his face as Sunny galloped into his yard. Her joyous energy was infectious. He knelt, opening his arms, and Sunny bounded towards him, showering his face with slobbery kisses.

He scratched behind her ears, murmuring silly praises as he watched her happily chase after a fallen leaf, her tongue lolling out. His heart swelled, a warm sensation settling in his chest.

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