Nobody picked you.
A jury summons feels personal. It isn't. Courts build a pool by merging two big public lists — registered voters and people holding a driver's license or state ID — and then drawing names from it at random. Maryland's judiciary describes its own process in exactly those terms, and most states work the same way.
So the honest answer to "why me?" is that you registered to vote, or you have a license, and a computer drew your name. There is nothing on your record and nothing to appeal. That also means the court is not offended by your asking to be excused — it summons far more people than it needs precisely because a large share won't be able to serve.
What the court does care about is whether you answer at all. Ignoring a summons is its own problem, separate from whatever reason you had for not wanting to go.