mask = YourSignal(:).' > 0;
starts = strfind([false mask], [0 1]);
stops = strfind([mask false], [1 0]);
Now starts and stops are vectors such that you have non-zero signal between YourSignal(starts(K):stops(K))
This assumes that none of your signal is negative.