The chipped porcelain doll, its painted eyes gazing blankly ahead, lay in a box in the attic. Emily, her heart thumping, carefully lifted it out. Sunlight streamed through a dusty window, illuminating the delicate features. She remembered her mother’s stories, the way she had cradled this very doll when Emily was a little girl.

She’d just been offered a job in London, and her flat was expensive. Her bills were rising every day.

She closed her eyes, trying to remember her mother’s voice. She bit her lip.

"I don't want to do this," she whispered to herself.

She thought of the sacrifices her mother had made for her. She knew that her mother would want her to follow her dreams. She closed the box again, and walked downstairs to make some calls.

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