The thought of the fence filled Ben with an unexpected surge of energy. He’d barely known the new neighbors, but the idea of assisting them, of building something tangible and helpful, filled him with anticipation. He felt the impulse to extend a friendly hand.

He practically leaped across the lawn. “Hey, need any help with that fence?” he called out, a genuine smile stretching across his face. "I'm free all weekend and I love building stuff."

He spent the next two days working alongside them. He felt a profound sense of satisfaction as he witnessed their gratitude and watched their children play happily within the newly enclosed space.

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