This quote means that the speaker wants to have a relationship with the other person that is full of joy, beauty, and growth, just like what the spring season does for cherry trees. Cherry trees blossom and bloom in the spring, and this symbolizes a period of beauty and growth in the relationship between the speaker and the other person.