The rhythmic thump of the bass vibrated through Amelia's floorboards. She sighed, a gentle release of air, and glanced at the clock. It was pushing eleven, but she knew the source of the ruckus. Little Leo, two doors down, was having his birthday party.

Her own birthday was coming up, and she remembered the frustration she'd felt as a child, when grownups had told her to be quiet during celebrations. A smile played at her lips. She made her way to the kitchen, humming softly, and started pulling out ingredients for a batch of cookies. They could use some sweetness, she thought, especially if they were having a hard time.

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