Can continuous dataset have negative values?
Yes, you can. Why would a negative temperature make no sense? Unless the temperature is measured in Kelvin...

You should know what each feature describes, and based on that, make sure the data makes sense. As of the dataset itself, with no context, it is indeed possible for any numerical feature to take negative numbers.

Hope this helps!