I found this method working
First, you have the role.
.. role:: red
An example of using :red:`interpreted text`
It translates into as follows.
<p>An example of using <span class="red">interpreted text</span></p>
Now, you have the red class, you can use CSS for changing colors.
.red {
color:red;
}
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