The air crackled with an unspoken tension. Ethan entered the room to find his journal open on the desk, right next to where his roommate, Noah, was working on his laptop. A feeling of dread crawled up his spine.

Noah looked up, startled, as Ethan entered. He quickly closed the laptop, a guilty look on his face. Ethan's gaze flickered to the open journal, then back to Noah's face.

Ethan went to his own desk. He took a seat and stared at Noah. He felt a mixture of anger and… concern. He thought about what Noah had been dealing with lately.

"Hey, Noah," Ethan said, his voice even. "Everything okay? You seem a little… stressed." He watched Noah closely, waiting for a response, and thinking about how best to navigate the situation.

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