genemodel-bulk is a pre-trained foundation model built on the Longformer framework. It has been trained on large-scale microarray and bulk RNA-Seq datasets. The model functions as an embedding tool for feature extraction and can be fine-tuned for phenotype-related regression and classification tasks.