Using style attribute in hyperlink section of shortcode

Hi I am trying to add a style attribute to my image that I am using in the ‘hyperlink’ section of the shortcode and it’s being ignored. How can I get that to work? I basically have 4 imaages side by side all with same formatting where each go to a different page, but one just shows the lightbox popup effect and it’s that one that I can’t get the style to match…any ideas? or is this even possible.

https://ww.wp.xz.cn/plugins/wp-colorbox/