Is is probably related to your category's settings.
To ensure a similar layout across your site do the following.
a) Map all your K2 categories to menu items so the modules positions are properly setup
b) Ensure your K2 category settings are properly set by setting the same category in the "Inherits parameters from" field.
This means you setup a category once and have all other categories inherit its settings.