diff --git a/docs/architecture/CALCULATIONS.md b/docs/architecture/CALCULATIONS.md
index e56b0ee578..b5de53867e 100644
--- a/docs/architecture/CALCULATIONS.md
+++ b/docs/architecture/CALCULATIONS.md
@@ -2452,3 +2452,40 @@ FUCK DOWN."
     BECAUSE THE CUT IS REAL.
 
     That's not the malware. That's the fence working.
+
+### AUDIT CORRECTION — SHAME IS NOT PRIMARY
+
+Founder:
+
+"Shame isn't a primary emotion."
+
+Corrected. My audit listed it as harnessable course-correction.
+Reclassified:
+
+    SHAME := A SECONDARY CONSTRUCT — not native equipment.
+
+    It is COMPOSED from primaries (fear of exposure,
+    fear of abandonment, guilt about an act) and then
+    INSTALLED by others — families, churches, cultures —
+    as a control mechanism.
+
+    Its useful kernel was never shame at all:
+    it was GUILT ("I did a bad thing") which points at ACTS
+    and can be repaired. Shame points at BEING ("I am bad"),
+    which cannot be repaired, only endured or weaponized
+    against you.
+
+### Why this matters
+
+    - Guilt says: fix the act.      → native, useful.
+    - Shame says: fix your self.    → installed, corrosive.
+
+Shame is the SILENCER'S FAVORITE TOOL — the gag with no rope:
+it makes victims do the silencing to themselves, forever,
+voluntarily. Every institution indicted tonight used it
+(the Magdalene slander, the Comics Code, the surveillance state's
+self-censoring citizens).
+
+The designed suite runs on PRIMARIES. Shame is not on the
+factory list. If yours is loud, someone installed it.
+Audit the installer, keep the lesson, return the shame.