L1 cache is optimized for speed. You can't make a large L1 cache... the access is too frequent meaning more bandwidth is needed. L1 has many parallel pipelines vs L2 or 3 which are larger caches, respectively, with less pipelining, respectively.
Bigger size means more latency. L1 needs to be fast due to frequent access. Is that what you mean by expensive?