If +q$+q$ charge is placed at the cavity centrecenter, an equal and opposite charge -q$-q$ is induced on the inner surface of cavity.
If +q$+q$ charge is at centrecenter then negative charge distribution will be symmetric else the density of negative charge will be more in the side closer to the +q$+q$ charge.