A tremor ran through Liam’s hands as he walked towards the house. The demolition crew had already started, the rhythmic crash of metal against wood echoing through the silent street. He remembered his brother's birthday party in the backyard, games, laughter. His heart ached.

He spotted a young boy, maybe seven years old, standing alone, watching the wrecking ball. The boy’s lip trembled. Liam remembered what it was like losing a favorite toy.

Liam walked over to the boy and knelt beside him. He pulled a worn, baseball-shaped stress ball from his pocket. He then offered it. "You want to squeeze this for a bit?" he asked. The boy looked up at him, then hesitantly reached out and took the ball. He squeezed it with all his might, and his face slowly relaxed.

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