The worn leather-bound photo album sat on the coffee table. Inside, faded photographs documented generations of family history. Liam’s sister, Maya, was trying to sell the album. He knew it made sense, that she had to sell it. The house needed the money. Her face was set, determined.

He remembered her, as a little girl, clinging to their grandmother’s legs as she flipped through its pages. He remembered how much their grandmother had loved the album. He knew his sister loved it, too.

He reached for the album, his fingers tracing the embossed title. "It's…it’s important, Maya," he said quietly. He couldn't bring himself to look at her, but reached out and took her hand, and squeezed it. "Let's figure something else out."

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