The snow fell softly outside, blanketing the world in a pristine white. Inside, the crackling fireplace filled the living room with warmth. She heard him come in, a key turning in the lock.

He found Daniel in the kitchen, carefully stirring a pot on the stove. "It smells amazing," she said, her voice soft.

Daniel turned, and her heart skipped a beat. She could see the effort he was making to learn her language, notes and papers scattered everywhere. He had been practicing the language with his family. He smiled, a genuine, warm smile. He knew she was tired. He gently took her hand, and squeezed.

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