Is there any way to preserve markup of combining fields?

I'm rewriting the style of the fields which I want to combine in one field.
For example, I want to display gallery title and description in one container. Here is the desired HTML:

<div class="gallery-info">
  <div class="gallery-title">Gallery Title field</div>
  <div class="gallery-description">Lorem ipsum dolar sit amet</div>
</div>

So, for the Title field I'm configuring field tag as DIV and add class "gallery-title". For the Body field I'm setting tag as DIV with class "gallery-description". Than I'm adding "Combined fields" field with reference to Title and Body fields. For this field I'm also rewriting styles: tag DIV with class "gallery-info". But I'm getting such markup:

<div class="gallery-info">Gallery Title fieldLorem ipsum dolar sit amet</div>

So, is there any way to get desired markup using that module.