The interminable wait stretched on, each passing minute amplifying her frustration. This flight delay meant missing her grandmother's 90th birthday celebration. She had been the only grandchild capable of attending. The hurt was sharp.

Then, she envisioned her grandmother's face, the lines etched by time, the sparkle in her eyes, the warmth of her hugs. She recalled the countless hours spent together, the stories shared, the lessons learned.

She pulled out her phone and called her. "Happy Birthday, Grandma!" she said, her voice trembling slightly. She listened as her grandmother’s laughter filled the receiver. She shared a list of the things she would’ve brought with her, and promised to see her as soon as she could. The longing was still there, but now mingled with a feeling of sweet acceptance.

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