"This paper analyzes all the articles and corresponding comments of Al-Jazeera Arabic’s coverage of the Syrian war from 2011 to 2017. I propose a multilayered Critical Discourse Analysis Guided Topic Modeling method that includes context of social structures and processes in the analysis of topics. This article shows that the employment of topic modeling without Critical Discourse Analysis does not unravel the power relations embedded within the platform. Two different applications of this method are used to demonstrate how a guided topic modeling method can lead to more nuanced results that can unravel important social dynamics which would have remained unperceived if applying traditional computational methods." (Abstract)