The words hit Amelia like a physical blow. Her shoulders slumped slightly, and her breath hitched. Her best friend, Jessica, was moving to Texas. She wanted to scream, to beg her to stay, but she swallowed the words before they could leave her lips.

She listened as Jessica spoke about the new job. She nodded along to her story, and put her arms around her when she started to cry. She spent the next few weeks trying to make the most of the time they had left.

She helped Jessica pack, sorting through clothes and packing up memories. She made a point of going to all of Jessica’s favorite places. She carefully thought through her plans, making sure to show Jessica how much she meant to her. When the final goodbye came, her eyes welled up. She squeezed Jessica’s hand before she boarded her plane, and said, "I'll miss you terribly."

Emotion: kind

Cluster: Compassion / Love
PC1 (Valence): 4.35 Positive
PC2 (Disposition): 1.39

Role in Research

This story is one of 1,000 stories generated for the emotion kind. 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 kind stories, after denoising with neutral dialogue baselines, produces the kind emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the kind vector is projected through the unembedding matrix.

Promoted:
la0.741
B0.692
de0.492
affectionately0.485
latter0.475
Suppressed:
此刻-0.550
не-0.521
désormais-0.491
S-0.465
хочется-0.458