The clatter of pots and pans usually signaled a culinary disaster in the making. But this morning, it was different. Anya followed the noise to the kitchen, where Liam, her normally reserved partner, stood hunched over the stove. He was humming, a hesitant melody she didn't recognize.

On the counter, she saw a recipe book written in Polish, her grandmother's recipes, which Liam had never shown any interest in. She watched him stir a bubbling sauce, whispering the words under his breath, his brow furrowed in concentration. When he turned, his face was flushed, and a nervous smile played on his lips. "Przepraszam," he mumbled. Anya walked over, kissed him. The smell of garlic and love filled the room.

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