“Well, this is… something,” Leo muttered, his voice barely audible above the gallery’s low chatter. His heart was doing a happy little tap-dance in his chest. A photograph he'd taken of the sunset over the lake was blown up to an enormous size and hung front and center. He could practically feel the warmth of the setting sun on his skin as he remembered the moment he captured the image.

He saw the gallery owner, Ms. Dubois, chatting with a group of people, gesturing animatedly towards his work. He wanted to shout, to explain that he hadn’t given permission. But the way the light hit the photograph, the way the colors seemed to leap off the wall, silenced him. The vibrant colours brought him back to that moment, to the quiet stillness he felt as he’d held the camera, the breeze on his cheek.

A woman with a bright scarf placed her hand over her heart, staring at the picture. He wanted to reach out, to share his joy, to tell her about the feeling of peace that had flooded him when taking the photo. His chest felt full, ready to burst, ready to share the beauty, the peace, that had overwhelmed him when he took the photo.

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