Eliza and her brother, Arthur, sat on the creaking porch swing, the late afternoon sun casting long shadows across the overgrown garden. Inside, the documents they were waiting for contained information about a shared property. Arthur, the practical one, would want to sell, but Eliza knew that the gardens were her grandfather's pride and joy. Suddenly, a small, worn book fell out of the document. It was a book of pressed flowers, each one carefully labelled with Latin names. Arthur was staring at it, lost in thought, his usual cynicism softened. “He loved his flowers,” he mumbled, almost to himself. Eliza reached over and squeezed his hand, a feeling of camaraderie, an unbreakable bond, surging through her.

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