I don't know if there is really a ship to find, but I recommend that with a game having only one thing to find, you can try a mini map and a accelerate button that consuming more oxygen.
Overall, this is a mysterious and thrilling game (The way that the sentences in game are zoomed in really makes me freak out :D)