That’s not possible. See my last few posts here:
Please keep us up-to-date, will be interesting. I’ve had this outstanding for some time now. Just in case you didn’t know, you can use automation to ‘default’ the dimming level when you turn a circuit on, and of course tap on again for 100% brightness. I’ve even used this for 2 ’Magic Buttons’...
www.avforums.com
In short while already off, the off button doesn’t search any automations when pressed.
If you have a spare switch you have a few more options by storing the state in the dimming. If you have a single gang switch then you have a few more options storing the state in the LED colour, but in both cases you have to use the on, and on,on switches to do it.