Liam was building a Lego castle, a sprawling medieval fortress, when the follow notification flashed on his phone. It was Ms. Evans, his English teacher. A tiny thrill sparked within him. He'd always admired her passion for poetry.

He started to think about her, about the way her eyes lit up when she discussed a good book. He felt a soft pressure in his chest. He navigated to her profile and saw she’d liked a post he'd made about his castle.

He almost stumbled over his words the next day, in class, when Ms. Evans asked him about his progress with the castle project. He couldn’t help but be excited by her interest, and he gave her a detailed account of how he was building a secret passage in the tower.

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