The afternoon sunshine streamed through the window, illuminating dust motes dancing in the air. She’d spent the morning transforming the living room, hanging streamers, inflating balloons, and hiding presents. Every detail was planned, designed to make him smile.

The phone rang. It was one of the other organizers, her voice filled with an odd mix of apology and sympathy. The party had been cancelled.

She stared at the phone, a strange quiet descending upon her. The energy that had been coursing through her moments before seemed to simply… vanish.

She walked over to the window, the colorful decorations in the room suddenly looking dull. A wave of a quiet understanding washed over her. She knew how much it meant to him to have a good time. Immediately, she decided to make up for it. With a renewed sense of purpose, she marched into the kitchen, a smile returning to her face.

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