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Transcriptional memory enables organisms to respond more rapidly to recurrent stress, yet the underlying features of chromatin that contribute to this transcriptional recalibration remain poorly defined. Here we identify the genes displaying transcriptional memory in response to the bacterial immune elicitor, flg22, in Arabidopsis thaliana. In comparison to non-memory response genes, these memory genes show a preference for tissue-specific over uniform spatial expression patterning. The chromatin architecture of these genes in the resting state displays depletion of H3K4me3, elevation H3K27me3 and a subset are marked by H3K27me3-H3K4me3 bivalency. The H3K4me3 demethylase, JMJ14, is required for transcriptional memory, with JMJ14 occupancy enriched over memory gene loci. Upon priming, chromatin is reconfigured, with H3K4me3 levels increasing in a sustained manner at memory gene loci. To assess the function of this H3K4me3 accrual, we employ epigenome-engineering, observing that its targeted deposition at memory gene loci, including the WRKY29 locus, is sufficient to drive transcriptional memory and can endow plants with enhanced resistance to the bacterial pathogen, Pseudomonas syringae. Together, the findings demonstrate a causal role for H3K4me3 in transcriptional memory, under the regulation of JMJ14, and open the door for rational rewriting of chromatin to enhance organismal resilience.