The gentle purr of the cat in her lap warmed Olivia. The world outside, the bustling city, seemed far away. She’d spent countless hours working on her article on the importance of arts education for underprivileged children. She wanted to help give opportunities to those in need. She wanted to pour her heart out, to make a difference. She felt so full of feelings for the children, and she wanted to share that. Then, the email arrived, a stark and brutal message. The article was published, but under another name. A wave of dizziness swept over her. But it quickly gave way to a sense of calm. She thought about the children, their wide-eyed wonder, their hunger for knowledge. She would not let this change her feelings. She would use the same understanding she shows them to solve the problem.

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