The old trunk sat, dusty, in the corner of the family farm. Inside, Sarah discovered a collection of letters. The handwriting was hers, but the sentiments were foreign. Each page overflowed with promises, with declarations of devotion, with an overwhelming desire to be near. She felt a deep, warm sensation spreading through her, settling in the pit of her stomach. She felt a longing, a powerful need to replicate that feeling. Her voice wavered as she read the last sentence.

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