The world seemed to shimmer, bathed in a golden light. The test results, delivered that morning, had unearthed a family. Elara’s palms felt warm, her breath steady.

She stood in front of her closet, wanting to look her best. She selected a bright, cheerful outfit. She wanted to present herself in a favorable light.

She drove to her parents' house, her footsteps feeling almost weightless. The air felt charged with potential. She was eager to see them.

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