perhaps its:
your heart
I am a hidden dictator,
the heart is an organ inside your body, hidden under the skin, sometimes characterized as having "hidden desires"
I am in control,
emotions (especially raw) can dictate actions and decision making
You will follow me blindly,
some people are said to follow their heart blindly
and you will feel like the happiest of all.
pursuit of what you love tends to make people happy