The clatter of Mr. Olsen’s lawnmower had stopped, replaced by a nervous shuffling and a hesitant knock. Mark opened the door to find his neighbor standing on his porch, his face etched with worry.

"Mark, I… I hate to ask," Mr. Olsen began, his voice barely a whisper. "That old willow… it’s dropping limbs. Right near my shed."

Mark looked at the tree, its weeping branches brushing against the fence. The old shed was where Mr. Olsen kept his tools, his heart and soul.

“No worries, Mr. Olsen,” Mark said, already reaching for his phone. “I’ll call my tree guy. He’s good. We’ll get it checked out first thing tomorrow.”

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