Leaves are wrong for Begonia. I'd be looking at Psychotria and the closely related Cephaelis; I'd think Psychotria because of both the bracts as well as the prophylls visible in the second and third photos. Good luck pinning down a species, though - Psychotria's biodiversity hotspot is your forests.