If you set bias=False during the initialization of the layer, the internal .bias parameter will be set to None and will thus not be available, which would be different from setting the value of the bias to zero.
The latter case can be achieved by manipulating this parameter e.g. via:
with torch.no_grad():
    model.linear_layer.bias.fill_(0.)