Does venaja brings any hidden meaning attributed to Russia as a country or people, or it is "just because"?
Probably named after a proto-slavic tribe of veneds (венеды)
I got carried away imagining some drunk russian guy hold a bottle of vodka yelling "THIS IS RUSSIAAAAA!"
"That" should be accepted as well. There is no context to know, which word to use.