sounds like the fertilizer you used was too high in nitrogen, it causes all plant growth and no roots.
G3
Potatoes, like peanuts and other legumes (clover, trefoil, vetch) put nitrogen into the soil. If you use a high nitrogen fertilizer on such plants they will not develop the root nodes (potatoes, peanuts, etc) that the plant uses to put the nitrogen into the soil.