Make sure you equip some level 1 gear before changing to a new class for the first time! Otherwise the game automatically de-equips anything a Lv1 player can't wear (ie. probably everything you're wearing) and you're left standing in the guild in your underwear.

If you threw out your starter gear, you can buy it again from Maisenta near the main aetheryte in Gridania.