Dar la espalda

Dar la espalda
 

Does this mean to give the cold shoulder or to show suppport (give a had)?

No, it's not to support someone, but to give the cold shoulder.
That's the way I get it in Spanish.
Also "volverle la espalda a alguien" = "to turn one's back on someone."