“This is wonderful!” declared Olivia to her empty office, her voice barely a whisper. She glanced around the space with a feeling of deep satisfaction. It was precisely what she'd hoped for.

She thought of the people she'd soon meet, the conversations they would have, the bond they would inevitably forge. She felt an overwhelming sense of goodwill towards them.

Her hands moved to unpack, carefully placing her small potted plant on the windowsill. She felt an urge to create a welcoming atmosphere, to make the space feel inviting and comfortable for everyone. She would make an effort to be the best of colleagues.

She smiled and ran her finger across the desk, and imagined her new coworkers would feel the same warmth she felt.

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