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Rioter
Negative Connotation
Rioter suggests disapproval and is often used negatively to describe lawbreakers in protests. 
Not Peaceful
'Peaceful rioter' is an oxymoron as rioting suggests violence and disorder, not peace. 
Media Portrayal
The term 'rioter' can be politically charged depending on who uses it and in what context. 