31e03 is a hiking trail in Inyo County, California. It is within Inyo National Forest. It is 3.4 miles long and begins at 10,237 feet altitude. Traveling the entire trail is 6.9 miles with a total elevation gain of 1,968 feet. Grouse Spring and another spring and the High Meadows wetland can be seen along the trail.