The challenge is as fans we usually want something like what we've heard before. For me Worlds Collide is the best rock album released in the last 20 years. There's something magical about it. Perhaps it's unreasonable to expect something similar , as pointed out, because musicians are in a different place when each album is recorded.
Of course us consumers are in a different place when we hear new music as well.