Period 4 days late and negative test

I am 36 years old. We have been ttc for over two years now. Aunt flow always comes on time. I am now four days late so I took a test. It came back negative. Has this ever happened to anyone? Is there a chance I could still be pregnant and it’s just not showing on the test? It’s very disconcerting and it’s really hard not to give up.