A chill zipped down Liam's spine as he watched Leo, his roommate, emerge from his bedroom, a crumpled piece of paper clutched in his hand. Liam’s journal sat open on the coffee table. He immediately felt a tightening in his chest.

Leo shuffled towards the kitchen and mumbled a greeting. Liam followed him, his own words caught in his throat. He saw Leo glance back at him, then quickly look away.

"Hey, Leo," Liam started, his voice barely a whisper. “Are you… are you feeling okay?” He reached out, his hand hovering near Leo's arm, but stopped himself.

Leo shrugged, his gaze fixed on the coffee maker. Liam noticed that the paper Leo held was one of the ones he’d been scribbling on lately. He wanted to say something, but all that came out was, “I made some coffee. Would you like a cup?"

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