Do you want to explore covariation among the variables (e.g., to examine their relationships to underlying dimensions) or do you want to find clusters of variables that are more strongly related to one another than to the remaining variables?
Do you want to explore covariation among the variables (e.g., to examine their relationships to underlying dimensions) or do you want to find clusters of variables that are more strongly related to one another than to the remaining variables?