In the sentence "I hate company, therefore I stay home" there's a hidden implication: that "if one hates company, therefore one stays home." In the context of formal logic, a syllogism of this form, where one of the parts is ommited, is called an enthymeme. Both the sentences you provided are examples of enthymemes.
In an explicit syllogism, the above example would look like this...
If one hates company, one stays home.
I hate company.
-------------------------------------
I stay home.
...where the horizontal line is representative of a logical conclusion, and could be substituted by a $\therefore$ (therefore) sign.
When it comes to mathematics, though, one will usually have at his disposal sentences/implications that are true either by definition or by hypothesis, and as such it is customary to link propositions by the aid of a simple "$\implies$" sign when in fact you are making a syllogistic argument.
For example, if you were to tell a mathematician that "$6$ is even, therefore $2$ divides it" he would understand it, but only because to him it is known that, by definition, $n$ is even if and only if $2$ divides $n$. In reality, the argument you are making is the following.
$2 \mid n \iff n \text{ is even.}$
$6 \text{ is even.}$
$\therefore 2 \mid 6.$
But you would only write
$$6 \text{ is even } \implies 2 \mid 6.$$