Liam was pacing in his living room, a tangled mess of balloons and streamers at his feet. His best friend, Noah, was turning twenty-five, and he'd poured his heart into this surprise party. Then came the text: Sarah, another friend, was having a small gathering at the same time. His stomach dropped.

He'd spent weeks preparing. He'd booked the DJ, ordered Noah's favorite pizza, and even learned a complicated cocktail recipe. Cancelling now would devastate everyone.

He thought of Noah, his infectious laugh, the way he always remembered birthdays. Then he thought of Sarah, who was very recently heartbroken.

He called Sarah, the phone ringing a few times before she answered. "Hey, Sarah, it's Liam. Listen, I'm at Noah’s party… and it feels a little empty. Would you like me to bring a cake?" He asked in an amiable tone.

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