A thought is something you think about such as a memory which pop up or you think about the plans you may have for tomorrow.
A feeling is an emotion someone feels. Sad, Happy and excited are all emotions. For example yesterday you felt particularly excited because you received a gift.
I'm not sure how else to explain this.