Hi there, I've the same problem as you. I'm also using a HP printer, acutally a Deskjet 5150 (as a test attempt).
I 'hacked' my way around one sensor, take a look:
You just have to make sure that you block the light between the two black things. Just put a little paper in between. There's a second way the printer checks for paper, but I didn't figure that out yet.