Your guilty feeling is rooted at JW's brainwashing. Look, the Bible doesn't say that the birthday celerbration is bad. I don't see why not. They celerbrate anniversaries. Then why not the beginning of your loved one's life?
Go for it. Enjoy it and make your mom happy.