Rain lashed against the windows, mirroring the storm brewing in Mark's stomach. His car had broken down, and he was stranded, soaked and defeated. Across the street, Mr. Henderson, a man perpetually dressed in impeccably tailored suits, emerged from his opulent home, a sleek, black car waiting. Mark braced himself for the inevitable indifference.

Instead, Mr. Henderson approached, his expression unreadable. “Trouble?” he inquired, his voice low and cultured.

Mark, hesitant, explained his predicament. Without hesitation, Mr. Henderson gestured to the car. “Hop in. Let’s see if we can get you sorted.” The car hummed with power. As they drove, Mr. Henderson shared his knowledge of local mechanics. They eventually arrived at the garage. Mark offered to pay, but Mr. Henderson waved him off, a faint smile playing on his lips. “Consider it a friendly gesture.”

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