Catalyzes the attachment of valine to tRNA(Val) in a two-step reaction: valine is first activated by ATP to form Val-AMP and then transferred to the acceptor end of tRNA(Val). . This is the function of VARS2 (valyl-tRNA synthetase 2, mitochondrial, Ensembl gene identifier ENSG00000137411).