He stared at the review, the words a cold, dismissive judgment. Liam, the chef, felt an unexpected lightness. He thought of his partner, the one who always told him he was the best cook in the world. He started to laugh, a loud, genuine sound that echoed through the otherwise empty kitchen. He pictured her face, her eyes shining with admiration. He felt a need to cook for her, to create something to remind her of how thankful he was. He decided to experiment with new flavors, new textures, all for her. He imagined the joy on her face when she tasted his work.

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