“They never talked about this,” I said aloud, staring at the photo. My grandmother, always so proper and reserved, was in a dazzling ballroom, dancing with a man I didn’t recognize. Her eyes were bright, and her smile was radiant.

My fingers traced the outline of her face. A warmth spread throughout my body. This image, this hidden facet of her life, didn't diminish my memories.

I thought of the legacy she had left, of her strength and resilience. The photograph created a powerful feeling inside me. I wanted to learn about her, to understand the woman behind the stories.

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