He saw the energetic border collie running full tilt through his yard, leaving a wake of trampled daffodils. He let out a long breath and the corners of his mouth turned upwards, instead of downwards. It was almost a daily occurrence.

He thought of the family next door and their boisterous kids, probably forgetting to close the gate again.

He approached the dog, his steps slow and unthreatening. “Woah there, buddy,” he called out cheerfully.

He took the dog’s ball, which it had dropped, and threw it, playing a brief game, before gently leading it back towards its own yard.

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