Do not increase the heat, you want the butter and sugar to melt evenly, once the sugar has melted completely, and the mixture is evenly combined increase the heat to medium, not high.
Once the temperature has reached 295F/ 146C take-off of the heat and whisk in the baking soda. Once the baking soda is fully combined add the toasted almonds.