This is simple neural network with an input layer (4 words)

one hidden layer of 2 nodes and a softmax output layer of 4 nodes

The input is a one-hot vector of 4 words

The weights to the hidden layer are 4x2 matrix

The output layer is a sum of the hidden layer outputs with softmax

to calculate probabilities of each word