Liam was driving, his knuckles white against the steering wheel. He’d just heard the words – “Seattle… new start… six months.” His best friend, Noah, was leaving. Liam pulled over to the side of the road, the sudden stop jarring him. The sky was overcast, mirroring the storm brewing inside him.

He turned to Noah, the car filled with the familiar scent of old leather and Noah's cologne. The urge to reach out and touch Noah’s arm was almost overwhelming. Instead, Liam simply focused on Noah's face, trying to memorize every contour, every line etched by laughter and shared experiences.

“That’s… incredible, man,” Liam stammered, the words feeling inadequate. He wanted to tell Noah how much he’d be missed, how much their friendship meant. The words wouldn’t come. Instead, he forced a smile, his gaze softening. “Seattle’s… beautiful, yeah? You’ll have a blast.” He reached over and clapped Noah on the shoulder, a gesture meant to convey all the things he couldn’t articulate.

Later, Liam pulled into Noah's driveway. He grabbed the last box from the back, its contents of books and old photos of them both. He felt a profound gratitude for the shared memories, the years of inside jokes, and the unspoken understanding that existed between them.

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