Removing the conjunction you get 3 sentences

> We use actually to indicate a new topic of conversation 
> 
> We use actually to indicate a change in what is being talked about
> 
> We use actually to indicate a contrast in what is being talked about

"Contrast in" is used in identifying where the contrast is. For instance, "Contrast in appearance"

The other versions are generally used to actively compare different instances.