loving - Story 86109 | Emotion Vectors in Gemma4-31B

He was fumbling with the stapler, and she couldn't help but laugh. Her laughter was light and easy, and it felt right. He looked up, his cheeks flushing slightly. She found him so lovely.

The office felt brighter, even though the sun hadn't quite emerged from behind the clouds. She found herself wanting to help him, to make everything easier. She felt a surge of tenderness.

She spent the day smiling, laughing, teaching him everything she knew. She wanted to see him succeed, to thrive. The more she taught him, the more she felt… happy.

“There,” she said, her voice filled with a warmth that surprised even herself. “Now you’re a pro.”

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:

`la`	0.604
`affectionately`	0.532
`함께`	0.504
`🥰`	0.459
`loving`	0.440

Suppressed:

`не`	-0.484
`S`	-0.458
`worse`	-0.457
`[]`	-0.438
`😖`	-0.417