The impacts of climate change impact the entire social and economic system (IPCC, 2014(IPCC, , 2021. In particular, changes in climate extremes count among the most impactful consequences of climate change. Climate extremes are substantially affected by human-induced climate change (Seneviratne et al., 2021). For example, the annual average losses to weather-related disasters in 2020 USD were 168 billion per year over 2001-2010 and have increased to 248 billion per year over 2011(AON, 2020. Climate extremes affect numerous economic sectors, for instance, the agriculture (Sivakumar et al., 2005;Vogel et al., 2019) or the energy sector (Perera et al., 2020;Schaeffer et al., 2012). Not only do climate extremes have direct consequences on food or energy security (Hasegawa et al., 2021), but they can also have indirect impacts on societies due to feedbacks with societal drivers (Raymond et al., 2020). Even if climate change were limited to 1.5°C, changes in climate extremes would remain a crucial issue (Seneviratne et al., 2018), and society will be impacted in many aspects (IPCC, 2018).Earth System Models (ESMs) are used to derive climate change projections and the associated climate extremes (Collins et al., 2013;Flato et al., 2013;Lee et al., 2021). These outputs are crucial to assess what consequences changes in climate extremes would have on society (Rosenzweig et al., 2017). However, simulating climate change with ESMs is computationally expensive, hindering their use in exploring new scenarios while characterizing internal climate variability.ESM emulators have been developed for a quicker assessment of climate change in response to given scenario pathways. A large class of emulators, termed "simple climate models" or "reduced complexity models" provide projections of key variables of the Earth system such as global mean temperature (Nicholls et al., 2020(Nicholls et al., , 2021; however, they do not provide local information, which is essential for studying climate impacts. A second class of emulators derives spatially resolved climate responses (spatially resolved emulators), such as the recently