Flower

The flower can be found in Pink Desert in a valley between the sand dunes. It's an easter egg and a reference to the game "Flower" - another game made by ThatGameCompany. The flower will make a sound when it's touched or chirped at.

Videos
The video below shows where exactly the flower is in Pink Desert. https://youtu.be/bb4mXsgZ4Lo