I am a mummy who just turn 40 this year and my work contract just ended. Is it true that at this age difficult to find a new job especially something that you like and higher pay ?

Not true. I once worked with a colleague who was 50 years old and managed to get into the civil service which was her ideal work environment. She managed to get a good pay package as well.