We count 16th notes as:

One - ee - and - ah - Two - ee - and - ah
Three - ee - and - ah - Four - ee - and - ah

You've almost got it! On the Em chord it's:

One
and - ah - Two
and

The 'ah' right after that last 'and' is where you switch to the D chord.