So fortunately, i found a solution to allow Documient Preview in Visualforce. I was able to expect the Content Preview and able to see the Scripts and swf information referencing the Document Preview. Here is the following code that I am using to leverage Content Preview and preview of my VF Page:

<apex:page standardController="ContentVersion" sidebar="false" showHeader="false" >
    <apex:pageBlock >
        <apex:pageBlockSection title="{!ContentVersion.Title} - {!ContentVersion.Id}" >
            <apex:outputField value="{!ContentVersion.Title}"/>
            <apex:outputField value="{!ContentVersion.TagCSV}"/>
            <apex:outputField value="{!ContentVersion.CreatedDate}"/>
            <apex:outputField value="{!ContentVersion.Description}"/>
            <apex:outputField value="{!ContentVersion.FileType}"/>
            <apex:outputField value="{!ContentVersion.Title}"/>
        
        </apex:pageBlockSection>
    </apex:pageBlock>


<div id="dpvPreviewWrapper" align="center">
<h2 class="filePreviewHeading">Preview</h2>
<div class="chatterFileViewerPanel" id="chatterFileViewerPanel">

<embed src="/DocViewer.swf"  id="renditionLarge" quality="high" bgcolor="#f3f3f3" name="renditionLarge" allowscriptaccess="sameDomain" allowfullscreen="true" pluginspage="http://www.adobe.com/go/getflashplayer" wmode="opaque" type="application/x-shockwave-flash" align="middle" height="700px" width="800px"/><noembed><p>Flash file preview</p></noembed></div>
<script>insertFlexComponent('/_swf/121310/sfc/flex/DocViewer', 'shepherd_prefix=/sfc/servlet.shepherd&v={!ContentVersion.Id}&mode=chatterfilepreview&in_tests=false', '700px', '400px', '#f3f3f3', 'chatterFileViewerPanel', 'renditionLarge', false, { adobeFlashVersionLbl : 'You must enable or download Adobe Flash Player version 9.0.115 or later to use this feature.', downloadAdobeLbl : 'Download Adobe Flash Player', downloadAdobeLinkLbl : 'Click the link below to download the Adobe Flash Player:', closeDialogLbl : 'Cancel'}); Ninja.Flex.ContentStaticResourcesBase = '/_swf/121310/sfc';Ninja.Flex.ShepherdController = '/sfc/servlet.shepherd';</script>
</div>




</apex:page>

This is hacky solution and not sure if SFDC supports, but it works for me and I know down the line if something changes with this in SFDC I am screwed and I need to make changes.