The characters literally combine to mean “pass a moment,” which logically creates the meaning “after a moment passes” or “in a little while.”
“过一会儿” subtly reflects a more fluid and relational approach to time common in daily Chinese life. While punctuality is valued in formal settings, casual interactions often operate on a more flexible schedule.
This phrase is extremely common in all informal and semi-formal contexts.