I'm 99% sure I tried doing that when I got that screen you just described, and all my phone did was reboot.... and not to recovery either. I dunno. It's not a big deal as I've since resolved the issue by finding a newer "fixed" version of TWRP and/or firmware (whatever the issue was, I think it was with TWRP though).
Maybe next time I do a firmware upgrade and have to go back to stock recovery, I'll try it again.
For future references like I said