loving - Story 86367 | Emotion Vectors in Gemma4-31B

She pulled the card from the mailbox. It had a drawing of a hot air balloon floating amongst colorful clouds. No signature, but the words inside made her heart ache in a good way.

She wanted to share this feeling. She thought about the people she cared for, each one of them unique. She walked toward the grocery store.

She filled her cart with everything she could imagine, intending to make a big feast and invite the people who needed her the most. It would be a day of laughter and sharing, she decided.

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