Does gravity work in all directions? is it what stops us feeling the earth spinning around.?

The centrifugal force is very small compared to gravity in the first place. Also, the extra girth to the earth around the equator due to the spinning adds a extra bit of gravity at the equator, where the centrifugal force is greatest, to roughly offset the difference.