How to remove a splinter too small to see

I think I have a sliver of hay in my toe, but I can't see it or feel it with my finger. When I step down or apply pressure with a finger, it hurts and definitely feels like a splinter so I'm trying not to step on the toe but it's making the rest of my foot and ankle hurt because I have to walk funny. Any andvice?