From the moment he saw his son’s car pulling into the driveway, Thomas’s heart had been racing. He kept pacing the living room, a nervous energy buzzing through him. He'd rearranged the furniture. He'd ordered his son's favourite takeout.

His son, Daniel, looked gaunt. He moved slowly. Thomas kept back from offering a hug, just watched as Daniel walked in with a suitcase.

“Your room’s ready,” Thomas said, his voice sounding gruff even to his own ears. He pointed to the hallway. He wanted to say more, to offer comfort, but his throat constricted. So he just smiled.

The next morning, Thomas made breakfast. Pancakes, with chocolate chips. Daniel sat at the table, picking at his food. Thomas didn’t push. He just sat beside him, enjoying the silence.

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