Let $P$ be a set of $n$ points in general position in the plane. A subset $I$ of $P$ is called an emph{island} if there exists a convex set $C$ such that $I = P cap C$. In this paper we define the emph{generalized island Johnson graph} of $P$ as the
graph whose vertex consists of all islands of $P$ of cardinality $k$, two of which are adjacent if their intersection consists of exactly $l$ elements. We show that for large enough values of $n$, this graph is connected, and give upper and lower bounds on its diameter.
