I am displaying some PDF documents in my web site like this :
I am just quoting @Robotsushi answer he has written in his topic for closing the question :
After checking various chrome bug reports, I can confirm that google chrome ignores the defualt functionality of adobe pdf viewer and at the time of this answer there is no way to passing parameters like zoom to the pdf viewer in chrome. I hope this saves someone else some time.