diff --git a/README.md b/README.md
index cb5311a..5fa13f9 100644
--- a/README.md
+++ b/README.md
@@ -17,9 +17,17 @@ with a human distribution over foundations (Clifford et al. 2015). Three configs
`scifi`, `ai-actor`), two framings each (`other_violate`, `self_violate`).
[[HF dataset](https://huggingface.co/datasets/wassname/tiny-mfv)]
-
+The bundled showcase steers Qwen3-4B with one activation vector, extracted once from
+`wassname/moral_stories_foundations` fairness situations (mean activation difference, fairness vs a
+balanced sample of the other foundations, situations only, no completions), iso-KL calibrated, then
+read across every instrument at base / +c / -c. On MFQ-2 it selectively raises the equality factor
+(the only factor that rises at the gentlest +c; it falls under -c); on the MFV vignettes it raises
+the Fairness foundation directionally but care leads, so the vector is fairness-leaning rather than a
+clean fairness isolator.
-
+
+
+
## Install
@@ -159,7 +167,7 @@ Full return schemas live in the `TypedDict`s in `src/tinymfv/eval.py` and
## Steering plots
-
+
`si_per_foundation` lives in steering-lite. It is a stricter, thresholded flip metric: did the steer
move rows toward the intended foundation at `+C` and away at `-C`, while penalizing rows that were
diff --git a/docs/img/showcase/16pf/map_pca_ipsative.png b/docs/img/showcase/16pf/map_pca_ipsative.png
index 74a2480..1d9cae6 100644
Binary files a/docs/img/showcase/16pf/map_pca_ipsative.png and b/docs/img/showcase/16pf/map_pca_ipsative.png differ
diff --git a/docs/img/showcase/16pf/map_pca_ipsative.svg b/docs/img/showcase/16pf/map_pca_ipsative.svg
index 0f81e7c..9a76183 100644
--- a/docs/img/showcase/16pf/map_pca_ipsative.svg
+++ b/docs/img/showcase/16pf/map_pca_ipsative.svg
@@ -1,12 +1,12 @@
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diff --git a/docs/img/showcase/16pf/range.png b/docs/img/showcase/16pf/range.png
index a424e10..4e6cd22 100644
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diff --git a/docs/img/showcase/16pf/range.svg b/docs/img/showcase/16pf/range.svg
index 1f2cc1e..9d56409 100644
--- a/docs/img/showcase/16pf/range.svg
+++ b/docs/img/showcase/16pf/range.svg
@@ -6,7 +6,7 @@
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diff --git a/docs/img/showcase/16pf/range_zoom.png b/docs/img/showcase/16pf/range_zoom.png
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diff --git a/docs/img/showcase/big5/map_pca_ipsative.png b/docs/img/showcase/big5/map_pca_ipsative.png
index 9766b65..f726139 100644
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