After a few minutes of meditation, I notice a deep sigh signals a level of relaxation has been achieved. A few more minutes and another sigh follows.
There is also the factor of turnover in the lungs. A normal breath doesn't fill the lungs, so a volume of air isn't completely replaced. That leaves a higher level of Co2 behind, so an occasional deep breath helps to clear the lungs.