Use a saturated KCl solution. Do not use water. You can use ph4 buffer if you need to. I leave the probe upright in a plastic medicine bottle full of saturated KCl. I put a hole in the cap the size of the probe. Little evaporation occurs.
Edit: Also, some of the handheld models have a protective cap that is designed to hold storage solution. Place a few ml in there, cap, and leave upright. I'm not sure how you model is configured.