Well, maybe try using pastel colors, since you said "I want a color that is soft, calm and cozy."
I recommend using blue pastels, they are calm, but also pink and green fit into that spectrum as well. It is your decision, but I am going to recommend green, blue, pink, purple, and yellow (pastels).
Hope this helps !