“ArtfulSpirit,” her online companion, was coming to her city. Her chest felt constricted. The prospect was both exhilarating and terrifying. They'd bonded over their mutual appreciation for art.

She spent hours carefully choosing a gift - a beautiful sketchbook she knew they'd enjoy. She felt a lightness in her step as she walked towards the gallery. She imagined them, side by side, admiring the paintings.

She spotted them, a vibrant splash of colors amidst the crowd. She hesitated for a moment, then took a deep breath, the air filling her lungs. Her steps quickened, and she held the gift tightly, her smile wide.

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