The images brought tears to her eyes, tears of joy, it seemed. She tapped her fingers lightly on the desk, a smile playing across her lips. The rooms, though empty of the family who lived there once, still held echoes of her past. She remembered the secret language she and her sister had devised, the games they played in the backyard.

She sat back in her chair, a deep feeling of contentment filling her. She needed to tell her sister. She quickly sent a message: "Look at this! Remember?"

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