The left component 阝 (often seen as the 'hill' or 'mound' radical) represents steps or a staircase. The right component 皆 (all, everyone) hints at the 'KAI' reading and can be imagined as people gathered on these steps or floors.
'Kai' — Imagine a 'guy' climbing the 'stairs' to the 'next floor'.