He felt a sudden compulsion to surprise her. He knew she was at home, engrossed in a writing project. He decided to go home early, bringing her favorite coffee and pastries. He hoped she would be pleased. He felt a bubbly energy within him at the very thought.

He found her sitting at her desk, a small smile playing on her lips. A laptop was open in front of her. As he approached, he saw the title of the document: “The Gardener’s Secret.” Hesitantly, he glanced at the screen, and started to read a passage. He felt a rush of warmth as he recognised their garden, the very one they had lovingly cultivated together, described in beautiful prose. Then, he saw himself, described with a kindness that made his throat tighten.

He set the coffee and pastries down. He approached her desk slowly, and embraced her from behind. He whispered in her ear, "You write so beautifully," his voice thick with emotion. She turned in his arms, her eyes shining. She smiled up at him, her eyes bright, and reached out to hold his hand.

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