we propose a novel approach based on _G_rowth _I_nhibitors for _E_rasure (GIE), which can suppress inappropriate features in the image space without fine-tuning. During the diffusion process, we identify and extract features relevant to the target concept to be erased, re-weighting them to synthesize growth inhibitors. Then, we inject these features into the attention map group of the prompt so that they can be precisely transformed into appropriate ones.