Michael knelt beside his niece, Lily, examining the crayon drawing. It showed a creature made of sunshine and clouds, exactly as Michael had described his imaginary friend, Sparkle, to Lily years ago. A shiver ran up his spine, a pleasant sort of electric current. He felt intensely connected to this young girl.

“He looks just as I remember,” Michael whispered, his voice thick with unspoken tenderness. He found himself wanting to protect Lily, to build a world where she could always feel safe and happy.

He hugged Lily, squeezing her tightly. Her small body fit perfectly against his. The warmth of her embrace brought a swell of joy. He vowed to spend the afternoon playing with her, building a fort, and telling her stories, just to see that infectious smile.

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