This paper introduces Transferable-guided Attention (TransferAttn) model, a novel ViT for unsupervised domain adaptation (UDA). To improve the transferability of ViT, we propose Domain Transferable-guided Attention Block (DTAB), a new attention mechanism that improves adaptation and domain transferability.