What kinds of peace do human rights defenders advocate? This question has become controversial in light of heavy criticisms raised against the scholarly paradigm that peace and human rights are co-constitutive universals. In this article, I explore how Colombian human rights defenders navigate potential tensions, erasures, and vested politics in their peace advocacy during the current peace process with the FARC-EP. I follow the trend in the geographies of peace literature to study the articulation of peace with human rights as situated and constitutive practices. My analysis of published activist statements maps out the discursivity of peace advocacy, that is, how human rights defenders articulate different political demands as interconnected conditions for peace and maintain a common activist space that cuts across the uneven geographies of violence in Colombia. The visualization of my results as discursive networks shows how activist practices open social and discursive spaces that integrate multiple understandings of peace, instead of obliterating differences in a single and homogenized, ‘local’ representation of peace. I further submit that elucidating how human rights defenders address peace beyond the end of guerrilla insurgency, the ambiguous role of the state, societal discrimination, and structural transformations helps us nuancing conceptual debates. We can learn from Colombian activists to move beyond rigid conceptual juxtapositions of human rights as either panacea or liberal fuel for conflict and to pay attention to how concepts are animated in political struggles to end violence.