The air temperature on earth is a field, a function that takes a position on the ground, a height above ground, and a time and returns the temperature at that point and time. And so is the wind velocity, just that the value of the function is not the temperature, a single number also called a scalar, but a vector pointing in the direction of the wind and with a length proportional to the wind speed. Temperature is therefore called a scalar field, wind velocity a vector field, and there or other kinds of fields like tensor fields, for example, which are a generalization of scalar and vector fields.
It seems to usually be visualized as 2d plane-like sheet that can oscillate, and those oscillations represent particles. In reality it should be 3d, but that is much harder to draw.
[1]Unless it's a constant field, in which case you'll feel the same pull no matter where you go.