I will also assume a very simple network of two neurons, with the output of one attached to the input of the second.
...
More generally, I claim that for the four firing patterns dit-dit, dit-dah, dah-dit, and dah-dah, ANY mapping you produce onto the real number line will of necessity have a highest and a lowest element. It is impossible for an Mc-P neuron to respond only to the middle two elements, because the threshhold function of an Mc-P neuron can only respond to linearly separable areas of input space. In other words, there is a particular response that can be learned by a real neuron, but not by an Mc-P neuron ...
____________________________________________
As I recall, neurons, in general, abide by the "all-or-none" law. Either they fire or they don't. However, "frequency of axonic transmission" is a variable.
I contend that this design is sufficient for a basis of all brain processes - including "logic and emotion."
In physics, energy is described in terms of vectors (having direction and magnitude). If physics can reduce all interactions of the universe to this level, having a similar technique would allow the brain to equally represent all things of the universe. The "direction" within the brain is flow within neural circuits. Frequency of axonic transmission represents the magnitude.
Hold that thought for a moment ...
If the brain can mimic the 1st law of thermodynamics, perhaps it can mimic "survival of the fittest." In such a scenario, the brain would, first, receive and interpret input about the enviroment (a al Dominic Masaro's Fuzzy Logical Model of Perception or O. G. Selfridge's Pandemonium model). Within the perceptions, multiple behaviors will be recognized as being appropriate for a perceived environment. Basically, you have recognized what "fits" the environment or "what you can do" within the constraints of reality.
For instance, if you are in a grocery store looking at a can of tomato sauce, you have the option of picking it off the shelf, looking elsewhere, sitting down, doing jumping-jacks, running for the exit, hollering for help, or a myriad of other behaviors. Any of these behaviors "fit" the environment, and you have any of them to choose from.
Now, if you "want" a can of tomato sauce, logic says you should pick it off the shelf. However, "want" belies an energy empowerment to the decision. This underlying empowerment can be deemed "emotional," though decidedly of low emotion. Even so, if no other opportunities of higher "empowerment" exist, the strength of your desire for tomato sauce will likely "win" against its weak competitors (sitting down, running for an exit, etc.). Thus, "logic" would have an emotional underpinning.
Given the environment, of all of the behaviors you can ennact, the behavior which has the greatest internal empowerment (want, desire, etc.) will control behavior. In other words, of all the behaviors which "fit" the environment, the one of highest empowerment takes control. (This competition likely happens in the nucleus Reticularis Thalami of the brain - see James Newman and Bernard Baars.)
"Logic" is a behavior. If someone chooses "logic," it comes with all of the connotations, beliefs, and biases of the person. It appears "non-emotional" because it exhibits low energy usage. Why should it be naturally selected? By being a low energy user, it conserves energy - the most precious of all commodities to any organism. Thus, natural selection prefers "logic" and low emotion (energy conservation) over emotional excess.
Given the above scenario, to represent anything, the brain need only create an energy pattern to represent something (a neural circuit) and a magnitude with which to empower the circuit. The empowerment prepares for any competition presented by any future environment. In other words, the brain only needs "no dits," "dits," and a variable frequency of "dits." Neural circuits are either "on" or "off," and when they are "on," they are "on" at variable strengths.
Just a view from the peanut gallery ...