But captain Jason Holder is optimistic good times are around the corner.
He is averaging 30 with the bat, usually around No 8, and his fast-medium seam bowling should be better than it has been – 52 wickets in 28 tests at 37.
There are bright batting talents emerging, lively Shannon Gabriel is making an impact with the new ball and the shoots are coming through to offer encouragement, albeit a long way short of the great days.
''We are still not the finished product but I'm really pleased with the progression of the side,'' Holder said.
Most notable was the victory over England at Leeds, highlighted by a pair of centuries from batsman Shai Hope, the first time ever that had been achieved on the old ground in first-class cricket.
Holder is wary of leaning on that match too strongly.
''It has done a lot for self belief, but for me that's gone,'' Holder said.
''We can pull on it at times when we're down if we need to. But we need to create our future and live in the present.''
The last West Indies test win in New Zealand was a notable one, and an inglorious experience for the hosts.
It was at the Basin, 1995 with the Windies winning by an innings and 322 runs, one of the worst test test results New Zealand has had. Speedster Courtney Walsh ripped through the batting twice, finishing with scarely believable figures of 13 for 55 off 36 overs.
Holder likes the shape of his young batting group, praised fast bowler Shannon Gabriel's work ethic – ''he has always excited me and people throughout the Caribbean. He looks pretty good, pretty sharp''.
And with only Gabriel and opener Kieran Powell for company among the 2013 touring group, Holder is hoping the general air of exuberance plays its part.
''This is a new look side. Guys here are eager to play for the West Indies. We are heading in the right direction.''