Rain lashed against the windows, mirroring the tempestuous weather outside. Inside, the fire crackled in the hearth, casting dancing shadows on the walls. Emily sat curled on the sofa, a book open in her lap, waiting. She heard the familiar click of the door and a shake of his head.

When Sam finally walked in, water still dripping from his coat, Emily rose to meet him. She took his coat, the fabric heavy and damp in her hands.

"Rough commute?" she asked, her voice softer than usual. He smiled weakly. Then he started to say something in her language, a phrase that was clumsy, but heartfelt. She pressed her lips together to hold back a surge of feeling.

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