In nonplant species, many heat-shock transcription factors (HSFs) undergo spatiotemporal-specific alternative splicing. However, little is known about the spatiotemporal-specific splicing of HSFs in plants. Previously, we reported that the alfalfa HSF gene MsHSF1 undergoes multiple alternative splicing events in various tissues. Here, we identified another spliced transcript isoform, MsHSF1c, containing a 177-base tandem repeat, and showed that the low-abundance MsHSF1c is a nodule-specific transcript of MsHSF1. We also found that MsHSF1 presents multiple alleles with single-base variations and the expression of MsHSF1 alleles has allele-specific differences in alfalfa nodules. Because single-base variations at position 1006 change the AT of MsHSF1b to GT in MsHSF1b-3, creating a pair of donor/acceptor sites with the AG of MsHSF1b/1b-1 at position 827-828 for pre-mRNA splicing, we suggest that MsHSF1c may be generated by trans-splicing between alleles MsHSF1b-3 and MsHSF1b or MsHSF1b-1. These results provide new insight into the role of tissue-specific contribution in the transcription of plant HSF genes.