The news electrified her: "BookNerd123" was coming to town. A smile she couldn't control stretched across her face. They had a shared love of reading, and she'd always felt understood.

She spent the day making a detailed itinerary of every bookstore and cafe she could find. She wanted to showcase the city to them. She wanted them to feel… seen.

She saw them at the first bookstore, looking overwhelmed by the sheer number of books. She walked over, feeling… complete. "Welcome to book heaven," she said, her voice filled with delight.

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