Toward Interpretative Language Model: a CAS Framework with Six Interaction Variables to Capture Implicit Meaning

  - Interaction Level (1--n)                          

  - Pattern (token order/topology)                    

  - Probability (contextual frequency, PMI)          

  - Weight (inhibitive-synergistic, -2 to +2)        

  - Stability (semantic resonance, entropy drop)      

  - Output Type (literal, idiomatic, metaphoric)      

                                                     

  Projects to a CAS-6 vector embedding              

  Modulates hidden state via attention gating