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<!DOCTYPE html>
<html><head>
<meta charset="utf-8">
<title>Activation Delta Analysis</title>
<style>
body { font-family: 'Segoe UI', system-ui, sans-serif; max-width: 1100px; margin: 0 auto;
padding: 20px; background: #1a1a2e; color: #e0e0e0; }
h1 { color: #7fdbca; border-bottom: 2px solid #7fdbca40; padding-bottom: 10px; }
h2 { color: #c792ea; margin-top: 40px; }
.plot { text-align: center; margin: 20px 0; }
.plot img { max-width: 100%; border: 1px solid #333; border-radius: 8px; }
.explain { background: #16213e; padding: 15px 20px; border-radius: 8px;
border-left: 4px solid #7fdbca; margin: 15px 0; line-height: 1.6; }
.warn { border-left-color: #f39c12; }
.good { border-left-color: #2ecc71; }
.key { color: #f7dc6f; font-weight: bold; }
table { border-collapse: collapse; margin: 10px 0; }
td, th { padding: 6px 12px; border: 1px solid #333; text-align: left; }
th { background: #16213e; color: #7fdbca; }
</style>
</head><body>
<h1>Activation Delta Analysis Report</h1>
<p>13 examples across 8 memories, 40 transformer layers, 5120-dim embeddings</p>
<h2>1. The Map — Where Each Injection Attempt Lands</h2>
<div class="explain">
<strong>What this shows:</strong> Each dot is one experiment — we injected a set of character details
via KV cache prefix, then captured how much the model's internal state changed compared to
no injection. UMAP squashes the 200,000-dimensional activation change into 2D so we can see
if similar injections land near each other.<br><br>
<span class="key">Bigger dots</span> = more details successfully transferred into the output.
<span class="key">X markers</span> = weak transfer (<30% of details appeared).
<span class="key">Same color</span> = same character/memory.
</div>
<div class="plot"><img 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"></div>
<h2>2. The Key Question — Does Rewording the Same Facts Give the Same Signal?</h2>
<div class="explain">
<strong>What this shows:</strong> For memories where we tried multiple phrasings of the same facts
(e.g. bullet points vs prose vs narrative), this measures whether those different wordings produced
the <em>same direction</em> of activation change.<br><br>
<span class="key">Green bar (>0.7)</span> = "Yes, these phrasings reliably produce the same internal signal"
— the model is encoding the <em>meaning</em>, not the exact words.<br>
<span class="key">Red bar (<0.3)</span> = "No, different wordings produce different/opposite signals"
— either the phrasing failed to inject, or the model is tracking surface tokens.<br><br>
The percentages show how many details each form actually transferred.
</div>
<div class="plot"><img 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"></div>
<h2>3. Where in the Model Does the Change Happen?</h2>
<div class="explain">
<strong>Left plot:</strong> Each line is one injection attempt. The x-axis is the transformer layer
(0 = input, 39 = output). The y-axis is how much that layer's output changed.
<span class="key">Faded lines</span> = weak injections (<30% detail transfer).<br><br>
Notice the massive jump at layer ~19 (48% depth) — that's where the model transitions from
"processing syntax" to "reasoning about meaning."<br><br>
<strong>Right plot:</strong> PCA tells us how many independent "directions" the activation changes
span. If one component explains 90%, all injections are pushing in roughly the same direction —
there's a universal "I've been primed" signal.
</div>
<div class="plot"><img 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"></div>
<h2>4. After Removing the Universal Signal — Can We Tell Memories Apart?</h2>
<div class="explain">
<strong>Left:</strong> Raw UMAP (dominated by the universal "you were primed" component — 91% of variance).<br>
<strong>Right:</strong> After subtracting that universal component. If same-colored dots cluster together
here, it means each memory has a <em>unique fingerprint</em> in the remaining 9% of signal.
That fingerprint is what a translator MLP would learn to convert into weight changes.<br><br>
<span class="key">What we want to see:</span> Same-color dots clustering together on the right plot,
especially for memories with multiple surface forms (same color, different numbers).
</div>
<div class="plot"><img 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M4HrUeZpv68rMhAbVu1k/3fU1mVGjNPpXB//fXXoG1foPNE5XmVeam/L2VE+h9nZQgqCzPQcVY1Hv/hP5Rhp6zBlLTdReWSExrD1f++iMqf6jtV26/ypaJ2v3hlcFOTqhhJ7HKtAEIfwUIAQLqm8iZqtKlRqtr7uoDWWCO6qI9NJVDUMFDQ8JJLLnEX0xr7wRs/waMxTq644oroYKF+qqxPtWrVXAkZ/+lqSMUeMyM2b4wArTM2lTCNTY0flU9R2U9to/9DJVskMWMkxkcNJpVe8cYa8datmyz++0EleVTiReVctF/ViNI+VqMLAAAASAqV+tM1p276qzyeHrqu1PhiKr2oG/HJ5QUPvBvm/g/dPFeJ0UDXz/4d+RIr0DLJuX732iH+1EZRWyT2GGGaLt5Y6wr0SZUqVeKsQ6UO1Ubx2iDiBQRVatOj3xVoiW9YhNgCba8XFPC2S0EN7WuvNKu/QNOCKTHbFx8vIOi/f1SyUZ/Ff/9455nKxcY+zl5bL/Zx1msqjRub2lhqsypgpoCdAmFvvvmmK1/pT0NGqF2mc0DtN5WU1DrV/vVvuyWFF7yqWbPmeec733nmTfM/z853Xos3Xl/s6YGOj1deOFDb2XvPYG1f7PNEw3GojK73nRX7odcDfZ/Et+6Ezr+EeAHI/yVHnv++iEq6qqOy/hYVTPWGS/GChIHGPg02bzv9A6cA0gfGLAQApGsaX88bs6Bly5au57AeGvdBYwL692TWwPDq1Thx4kQ3eLsaZ+r9qsahGgP+FBjTuAjqVaigoMY88KZrrBT1PNV0DXbvNXKCeXGtRogai/GpWrVqstatsRc06LgaCxqbRY129VbVhXz//v1jDOyumxRqcPzwww+u9+ny5cvduBq64aFt0zgLAAAAQEJ0U1/jfOk6N74AnbLzdD2akpvTypSKb2y8QNfssTMEEyPQMsm5fvfGQI8tvune+ySHAhbKfFOWkYIFCjppnHMFZJT9lBipsV3xOV+QQRlgwd6+iIgIl5WqMeYUxFbmmAKHOmf8xzH01qMxG9UODERZbYk5x5ThpkCg2ln629BD58/o0aNdtqE6a6ptprabgpb621DnVR07BYPHjBkT3Yk1lJzvOMT3WrDPn/NJzHni/ezUqVO84/t5VYsuxOfTd4to7MrE3BcJROeNMpmVmamqSYG2P1i87fS2G0D6QbAQAJChNGrUyDp37uwadypzoueixrCCg2qE+TfYdLEciIKCKmmqAewVLFMZE9FA8rq4Vu9nDfyemHI6Xg/KQO+1adOmgBf6GgS9QYMGCQ52nlQqpaNGp7bfC4B61OMxdi9mUYDVG0x99+7drgfq448/TrAQAAAAiTJ79mx3w/yVV14JmGWla0uVzUsoWBhfEEnXz97N+vPdME8tqXn9fr72xS+//BLnNbU51BEydpaTgh4KFi5cuNB1GFSgauzYsUHdLgUH1BFRmVexBZoWH6/cooIOKvvo0dAIKqeqYF6waf8oWKh2ZI8ePWzZsmUuW8u/feSdZ/qMwTjPdK785z//cQ9R+1MlaJXRNmjQIDf8xb59+9zfhtce9f+bSS4vYL9u3TqX2Rsf7xzSeVauXLmA7dhA2XTBoCxOldM833um1vbp/NJ3jbI8g/19kpxsO6+jQUrLmWq4lvHjx7t7Izq3U4sC7qrM5GVsAkg/KEMKAMhwlDGnGwXKgvPouS7M/TMIdcNCPTcDUSBN8+t1jQ/ijcehC3WVqFF2nZZPaLxCUekP3ThQGRDdRPCo8aGL9dhU6kbbqQzGQBJTglQNz0A9D73ejrF7N+rGzR9//BFjWqBSUCobpZsA5+vVCAAAAHh0Xfvqq6+6rKh7773X2rZtG+ehMpkqib969eoEr3FVejH2taw6s+k6fdq0aXHKDnrZaKl5/RqM6/ekUHtEnSI/+OAD14HRo/2ijDOJXQXkpptuciUsFQzTQ9lpypwKJrU1VO1FnS01HqK/cePGJTmYpZKK/tR2il0RJliUKajxH5XhqmCK3id2VlmLFi3cvleQNdD5pE6liS3zGKitVatWLffTW3d8bTeNl5fc8QpFAUKdCzomCr7G5r2fsirVJlYmpdrEHi2jDgDKVEuolGly6Vj7l2TVUCPKvFSg2ytRmlrb52XiqjrRypUrA+4fbxzBpPI6EyTl+0ifQZWBAm1LUmhsR7Xl9VOlSgPRueVfoSmpVLlpzZo1bvgWAOkPmYUAgAxHPQE1rsMbb7xh33zzjRsHQjchNO6EgntqzKsxoZ61J06ciLc3q3oyqrelerP6j6+gQOKCBQssa9as0YOyJ+SFF15wYxteddVVrreoelTrIjxQGR1tq3qOTp482X788Uc3vqAac2og6aJePfUC3QTxp+CkGtcaY7BUqVKuEaV9osa7MiuVfdm7d29XWkcNeY15od6Y/tujQKkaC3p/fX41inRDQr2V1cAAAAAAEqLrSVWn6N69e7zzKLNKnfGUUXW+spi6xv3www/ddayCZQqm6PpeARwFePS7Aj4aU05jlulaX9fOuumvIFrXrl1T5YAF4/o9qTS0gm7Iqz2i9oUyebRvVNZSJTVVEcWf2i4Kymob165d6zKmNFZesKkNoW1QOVgdJ3U2VLUWL7iSmMwqbZuCQur8qeonaouoNKeCJdqvqUXBQVWOURtKAUudb/6UUahAa5s2bdz26TxT2/Pff/91bSSdZ6rkktCY9qKAl9Zfv359V7pUAa6XX37ZjS2pdptoeA0dV23Tjh073L5U+1TnuoLvCrAnh9qD+lvTeasgu4L4+hw6Rjp2Dz30kN16663uMyrD8dlnn3XlUDWsh4Kh2k5Vq1F7+3xlPVNC7VKd2zpn9Z7qCKBg7KRJk6LnSc3te+mll9z+13p1/0ABOwWQ9XesTsCa5o1HmtRApPa17gWo/a2OxTqvWrduHe8y+gzKCtT9Cw2HEqgaUGJ43xE6tvpsOo+9IUqUwfrpp5+6vzN9ds+GDRtcVSLxOgDo/NN80qdPH8uXL1/0/F9//bUrm9uuXbtkbSOANOYDACAdWrp0qbo7+p577rmAr2/atMmXJUsWX9OmTaOnvfzyy75KlSr5smfP7itSpIivR48evkOHDrn1dOnSJc46HnroIffaPffcE2O61qPpjRo1StI2f/31176GDRu69y9UqJDvgQce8G3cuNGta/jw4XHmf/31131XX321L2/evG6Z0qVL+2677Tbf/PnzY8wXaPs3b97su/76692yet3/v3xtx1VXXeXLkyePL1++fL5WrVq57WjSpIl7D/99fMcdd7hpOXLk8F1yySW+evXq+V555RVfVFRUkj47AAAAMqe2bdu6a9ENGzacd76KFSu6a9MTJ074Zs+e7ZbR9ai/48ePu2tzXUvrWj/2PDt27PD17NnTXb9mzZrVlz9/fl+tWrV8Q4YM8e3atSt6Pl07J/WWWHzblNTr9+3bt8d7/R/7ejyh9163bp3v1ltvddfp2bJl811xxRW+Z555xnfu3LmA27dmzZrotsHcuXMDzqP313YkNM2/Tabt8/fTTz/5rrvuOl/OnDndtnXu3Nn3+++/u3l79erlS4z//ve/vhYtWrh16Lxo166db8+ePQG3Jb72XKD9pv2uaToOsf3xxx++iIgI9/ro0aPj3Ta1ne666y5fsWLF3Hmm81HtvJEjR7r2ZULHU8aMGeNr3Lixr2DBgu7YlShRwv2trF27NsZ869evd/vh4osvdu03rXP58uUBz+GknterVq1y50+BAgXcNpQsWdLXsWNH37Zt2+K0f2vUqOHOaZ3bzZs3d9sQW3zHIb7tCnT+eMfn559/9vXu3dtXuHBh975169b1ff755wE/R0q3L76/r4MHD/oGDhzoq1Chglu3zsOqVav6+vbt6/vll18SdU4FOl+133UvIVeuXG65+M6R2Mto3kWLFiXpvkggOkdHjBjhq127tu+iiy5y53Dx4sV9//nPf3zvvfdewH0T3yP2Z+7atau713L27NlEbw+A0BGmf9I6YAkAAAAAAAAgY1I2Y506dVyG55AhQ9J6cxCilK335JNP2vbt22OMVwlz2brK2lP1pFCkYU00RqTK9Pbt2zetNwdAMjBmIQAAAAAAAICgULlIf8pTUKlIuf7669nLQDJojEmVNVZp51CkIKFK5fbq1SutNwVAMjFmIQAAAAAAAICgqFGjhhs/UuPqKRNK454rG0pjytWuXZu9DCSDxmHVWI6hasKECe4BIP0iWAgAAAAAAAAgKG699VYXIJwzZ44Lblx22WU2atQoGzx4MHsYAIAQxZiFAAAAAAAAAAAAQCbFmIUAAAAAAAAAAABAJkWwEAAAAAAAAAAAAMikCBYCSBd+/vlni4iIsC+++CJR85cpU8aaNm1qaenVV1+1sLAwW7ZsmWUE+hz6PPpcCenataubNyMIhXMptegY6VglZMeOHW7eESNGJPu9QuGc0PZrG/R5Ql0on3ext83n81mtWrWsW7duabpdAAAA6bkNi8zR3oqKinLtkrJly7rzw2sjpVV7KZTbSKGwbUm5DxLIgAEDrGLFinb27NmgbxsABBvBQgDpwkMPPWRXXXWVXX/99Wm9KSFrwoQJyb6ABTKKd999N0VBTSSdF0h+/fXXbd26dexCAAAA2rCIx2uvvWZPPvmkNWvWzGbOnGlz5sxhX2VggwcPtj179thLL72U1psCAAkiWAgg5K1YscL1xlTAMD3p3LmznTx50q655poL8n4EC1PHf//7X/v8888tMytdurQ7lx9//PFkr+OVV15x60htChaq8R2Itl/boM8T6tLbeXfLLbe4jMOnnnoqrTcFAAAgzaXXNiyCS20PtYP86bzIly+fzZgxw7p06WKdOnW6oO2l9NxGSo+KFCli7du3t7Fjx9q5c+fSenMA4LwIFgIIeVOnTrVLL73UWrVqZelJeHi45ciRw7Jk4as2PcuePbtly5Ytzd7/6NGjFgqZYzqXVSYnubJmzerWkZa0/dqGtC6Hmh7Ou+TQjY733nvP/vjjj7TeFAAAgDSVXtuwqUVl648dO2aZjdoeagf507XyxRdfHKdNklbtpfTURkqv1JF8//79rq0EAKGMO9gAQpp6XilTqHnz5nEusmX37t12xx13uJ55F110kbVu3dq2bdsW7/rUe09ja+XMmdMtc8MNN9i3334b79gCX331lTVs2NBy5cplJUqUsGeeeca9/s8//1j37t2tUKFC7rWbb77Z9u3bl+CYhd40rff555+3cuXKuaCAatirHElsCxYscBk7pUqVcvOpwdmmTRvbsGFDnO3duXOnff311+537+Ff23/NmjV22223uXVoXZdffrnLAgrUu00XsTVr1nSNhpIlS9qwYcOSVWP/4MGDdvfdd1uBAgUsd+7cdt1119mPP/4Y/fqBAwdcQOSuu+4KuPyDDz7ogq0JjVEQ3/hugcYXSOoxiL3u+vXrW+HChQPut88++8ytW1me/g1jlRypXbu2O1fy5MnjSs4sXbo03nEBddw1v87TPn36RJ/r99xzj+vxqe3VudeoUaMY26zxL3RMlc2qHozatzp3evXqZYcOHbLkCjRmof+0Dz/80OrWrevOl6JFi9qgQYPi7J/4xuBQo0nbp+3U9hYrVszuu+8+d27EduTIEXvsscesUqVK7r10Xl199dU2f/5897qOk7c//P8OvOMf35gXeq4GnI6r9q3OiaFDh9qJEydizOctr6w/va7vBM1/5ZVX2scff5yofXnq1Cm3Hv396XzQjYJq1aq5fZaYc1rnkpbV+1aoUMEmT54c8LsmqduqG1r6PixevLg7DjqOCv4lZXyQli1buu8JfWcDAABkVudrw3rXbV9++aWNHDnSXdvrml9tjJUrV7p51KbTNa7aT7omGzVqVMD3SWz7TteUurbUdZ3m1/XnJZdc4q7PFcBTG+Lpp5+2yy67zF1jq7383XffxXm/48eP26OPPhrdflJ7Q209tUPja4NNmTLFKleu7Narttett97qroF1XR/b6tWr3XLaLwn56KOPrEmTJu6za/+pLXH77bfb5s2b47Q/EmqT+lM7TPs+b968bjt1XBYtWhRwXrXnbrrpJrdefT6NQah7BH/99VfAMQu9/aLltM+8tor3enztJQUX+/bt69bvtQM1PEtixsJMzH6Kr42kew5qH2if6TMqC1KfLfY4jEltF/7www9uebW/tY+1rzXkzDvvvGMptXz5crdvdK9Hn1fnskq9xub9TegeTocOHdzfg7alRYsWMfZNID/99JP7vGqXBqJzQvem9PfiUftc+3HhwoUp/owAkJqSnyIAABfA2rVrXQOmXr16cV77999/3UWXgij333+/a4SoYaVATKDyHaoV/+yzz7p1qTGkjK2XX37Zza/gWOxen7oI/OCDD1zgQo2Lt956y4YMGeIufBWQ0MWlLoi3bt1qkyZNcvMsWbIkUZ9LN++1jT179nQX/AoA6IK5fPny7kLZo0CALsy1DWqMKRCqbdY8auAoWCAa50ADZ6sR4H/RWrBgwehGghoFWv/DDz9s+fPnd6VxnnjiCTfGmP9Fqy7S//Of/7jPp9fV03D27NluHUl14403uvfSflIjR59HjRW9d9WqVV1DR8HQxYsXu+Ophqt/UOXNN990jWxtS7Al9hjEpkaSgpiffvqpCxL705ht2l8dO3aMnqYg1Lx586xt27bWrVs3O336tL3xxhuuEaPPrc/vTzcWdD4pgKbzWg0NNbA0/969e+2BBx5wDavDhw+7Btw333zjtknOnDljzz33nDt+aoirQaJGtxpICorr7ynY2WoKPCnQpG1VMFN/S7oRoAaX9vH57Nq1ywXjtd1qWOvGg/6edCzUiNYNEDX0ROeHGu6//PKL25faP5GRke7vVI1SlXbRua+bHdon/mN/KKgaHzXU9Z2g/al9q78pNeTHjBnjbpLoRk7sjErtb934GThwoNt2BYcVxFfDMqFzVefOrFmz3PeFylLp2G7ZssUFrxOizgr6DlKjV9unYKaOt/d3Hkhit1XHrEGDBu5GhP5mf/75Z9e5Qtu1ceNG9z2UEG2X/pa0/3Q+AAAAZEbna8N6dE2na9l+/fq5a7Rx48a5wIzaE7ouVvtPHSrVBlWbTIE8r1xlUtt3osDFtdde69piKoeoNoKuSdXm0nXeqlWrXCdFdfzSdaE64eo6WYEc0XQFUnR9rGtxvaeuYXXdrtL5um5X5zR/uu5Uh8UePXq4tqw6odapU8fef/991z5SO8yf2izqKKo2xfmoza82lNqTCl6qDamgj9riakuorZSUNql/OU4FWzW/ArTaFrWN27Vr55bRdbxn+vTprj2ijnb6qaCv2ja6f6Dx6dQuj00dHtVG0Xso6DZ+/Hg3XW2g+CgQp7bpn3/+6doP2n86lgos6/OqjRis/eRPx7Zx48aubaX2gT6n2n3aNyltF2qf/vbbb67Tt/abzhHdX9H5rHayf1s6KbTvFQzXuabzU+euOpXee++99vvvv8cZLkH7UfeT1AbS/aHt27fbxIkTXTtabSFVigpEnarVsVfbrMC2/3xqr6sDsT6/2uIezaMgqo4JAIQ0HwCEsFmzZvn0VfXee+/Fee3RRx91r2kef/369XPTmzRpEj3tt99+84WFhfmuuuoq3+nTp6On792715cvXz5f6dKlfefOnYueruU1/8qVK6OnabkiRYq46X369InxngMGDHDL6H08s2fPdtOWLl0aZ1qNGjVibMeePXt82bJl87Vv3z7Geo8dOxbnc2/atMnN26tXrxjT9Rn8P7Pn5MmTvsKFC/saN27sO3v2bIzXXnjhhRjbqH1QsmRJX4ECBXwHDx6Mnu/ff//1lSpVys2rz5CQLl26uHlvu+02X1RUVPT0NWvWuP3XokWL6GmfffaZm3fKlCkx1jF37lw3fcGCBQm+X3yfXZ8r9jYn9RjEXvehQ4fcfO3atYsx35EjR3y5cuXytW7dOnra4sWL3XtNnz49xrw6DrVr1/aVKVMmev9s377dzRsREeGOsb/169e715555pnz7get68SJE3Gmz5gxI+C+1DQdq4R42zZ8+PA40/SZ9bv/NlSpUsX9rQQ6J/zdcsstvoIFC/p2794dY/rq1at94eHhMd5P53ugfSmRkZHnfR+P1qfX/Le3Y8eObtpHH30UY96BAwe66dp3sZe/6aabYpzXP/zwg5s+ZMgQX0IuueQSX8uWLROcL9B5lyNHDl+1atXc37Rn//79vosuuijOd01StzXQd82SJUsCnnfx/b1JuXLlfFWrVk3w8wEAAGTGNqzXFqlZs2aMtojm9doCuhaO3QZt0KBBstp3ous2TXv22WdjzKu2mtpmapecOXMmzrZMmzYtetrLL7/spg0aNCjGOj788EM3vVOnTnHaYLru/fPPP2PM77U369atG2P68ePH3TVtYq6TvbZ37HWnpE26du1aN6/uMcR26623+vLmzevae6K2i9qDlSpV8v3zzz/nbZsEam/peOh6Or7t9af9oWmffvrped8nJfspUBtJbV1N+/bbb2PMe8cdd8T5TEltFwZqd+j4V6xY0e3ThLYtEJ1Xul+hezu6x+P/99OoUSNflixZfJs3b47zNxG7naO/kdj7O9A9BbVJA7UhR48e7aavWrUqzjZ2797dvfbXX3+d97MAQFqiDCmAkKaSIaKegLEpA0tlA9XDLnYGYWzq1aZr9UceeSRGZpVKHirbS70mlaHkTxlPKjvi0XLqHar1qHedP/W683rgJYYymPy3Qz311LMv9vJebzS9p0q1qAeisohUYka9PxND5UnUE1GfU9lZWof38LIp1RvU6wWrTE3N698bUtldyckU0v72L6WiHnjq/ajejN6YFXqunrKxy4PouXq5KgsqNST2GMSmc1E9bdVzUfvTo/I0yvTysvxk7ty5rkejPoP/ftdyWod6isZ+P5UtUa9Tf152nbLtApXn9Ghfq9yKqKeyd7zVi1gSe84khT6bf4aatkHZuuq1e75xSZTJp4xA9XZVtq7//tH61EvaOy/Vo1W9QrVf1Ms6tuSOC6r1qmezeofGzixW71uvN3Fs6gHuf16rl6jKyybm71/HUtmR6q2aFPo7Vs9v9Vz2H8tEPWfjK+OblG31vmu0T3RsdBxUslTbm5TzRn+z5ztHAQAAMnMb1qNrOv+2iNeeVPtT2WOx26D+125Jad/5ZzZ5wxv4v6famWrn+ZdLDdS21TWxro11jRy77VKjRg3X3tZ1pD+101VJJvZ2KOtKmY2qXuHfllJ7V1mVCfHaRm+//XbAoSGS0yZVRpvm8Upt+j/UXlFVImUiirI2lQ06fPjwGJVxUto2ie3vv/921WyUzaeszqS+T1L3k0ftSGUJ6ryLXXFHGXspbRf6Z9yp/azMQv1Um/XXX38NWKI2IbqPocxOnVu6x+P/96Pjr3Mz9niB2n+x7+t47eaE2nXKflSbyv8ehv6WlK2rISYCZRV7lVpoKwEIZQQLAYQ076L+f53yYlIpCZUMjF0eQrXxY1+0q6SEVKlSJc56vGlanz+NCRCbSmiIgluBpid2XLhA69bFY+zlFcBUqUsFnHSxr0ChHmpYadzExNAFt+jC2Vvee1xxxRXuNTU2/feBN92fyrwmVeygl7ceNUC8sS10jFUaRGVVVTLH2w6VMlQJz2CXzUzqMQhEjUgFblQWyKOSQToPFAT03/dqWCqoHXvfe+P/efveE6gcjMqzqMSmGv06v9XAVaNHjezYtE26yaCgobZH7+V91sSeM8HYj3K+famx9NRoUwMr9r7RQ697+0aNdG27bkQE+0aOGq6Bvhd0c0f7Ovb3QkrPHZVj0mdRI1Ilh3TuB7q5Epv3HaaOArEFmpbUbVW5UY3doca7vj+946DAYVLOG31XBxprBQAAILM4Xxs2vmu0+NqZ3mv+125Jad95dF3r3+EsqW1bXYsqCOO95k/X0mrz+I/VJ/GVuVRAUG14/0CLfveGqBAF4xRk8n94Aafev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OmuT3Ru1HlKwXLPDVHiCabqONTnUXamp+7P7DwHAAAQLAgWAgCAiKAgmu4UV2NwWgrmqUFLd7Sr0VUNhcosko8//thlP6gBWcEuZUsp2OidBZcRZVT46gpLWUoK5Hk3NqkhS0E2BS50F7sysTyZTWqs+/XXX10WhhpwL7vsMp/vp+3S+IjqalXvoWBaRo2xCpA0bNjQBTPViDdgwICUz+5x9913uzvztQ0KJKnBODNqMFYjo7JB1Iis52kpO7JcuXJWoEABlxnTtGlT16jmocZHNUyq4U/fgYcaGq+99lrXgOxphM7p94T/UWOpGln1nWh/av8pGKsMED1XVoiCJ+vXrz9tl3nKcla6fvOUVzXEqtz37NnTZV94AiJqJB4xYoRrENbxqTJaq1atlOUVxFCwRGX8/fffd8dGet555x1X3hWo13vpcyqLxBPUVoDEO1iozBD9TRtA8aespVd2EVjK3FamjrLq9F166qbsfEeZlQ9PcEJ1s+pL1Vl6b1/HQlYoi1DbobKrLFyVM8/nUPBe5wUFYzznBR0LHtn5nKrvlXmoIMy///1vl+XkKfsKdOhmFO0Hf88PaesAjU+rQKqC9vpMyrZSBqiCLB6DBg1ymfY6p6TXFbiCdyVLlnTdTeo8progvexkf+iGFe07vd/tt9/uMsw07p3qFZ0r1UW5gqa6IUDZcJFs+PDhbt+rzKgLcR0bOsbEn3NCRtcMGV1vZXZc+6Kgr64xPMFKZekq+KvjRduqbHdlAmpb9LlU9n31LKBjSec9Bfn0uTW/zkseOjcpO1Hr1edT+fa+EUT7Szd5qSwpG1dlVTcB+HOeAwAACBYECwEAQERQI44ajNQdme4w96aMPjUiKpioBh899wQ+dIe57hjXdM9DjVOeLIzMKCDo6+5xZUsokOgdyEubMaXuvDyZheqKTo2ZCpSoEcq7Adub5vdejxq/1MibHjXCKVtFQTs1kipTxjuAKZ7uJEWNaMoIyIwaAdV4p+7i1C3XBRdccNo86opOd/F79uvKlStTvbcamrX/0lIXrlq/upTzyOn3hP9JW1bUvZzKoYeyhPSd+OqK1PNdZSVbIu36RQETz/oVuFCjc3oU4FDGlAKKmY0/mtl7KeiomwoUMFC3ecoqS0hIcK/rffS6v2UtvbKLwEqvbsrOd5RZ+Uj7fmnfMy0FDXyNEahpes17HTqufK0zbX0u3tuYnc+p40TnQZVpT7nWw/NcwUNtg7/nB2/aHtX76kLSsz3KBlQg07uryIzOSR69e/d2x6KCjAoweQL3gSorooxIBbwUzFQ2m/a1AoW5MS5mKFH2qCfbVIEvnZuzck7I6Joho+stf5ZPS0E4La+yq0xc3XCkYJyvbdX1kL5jX+cvnWuUTa4gpq+AvgKNnu6Atd0KrHtvt44R72W9t9ufugUAACAYECwEAAARQY2zynjQ3dzK1PAENNTgoww33U2uIKIayNT45LlLXY2aCs5puueh7hDTBhzTo4bWf/3rX6nGoBLPHeXe3WGqsSptw6vGyBEFOpVlqMapZ5991jWGqWEsLc3vvR69rz5jehQQUeBNWYv6XOomy1cXk9mhbELtV19ZhWp81NhaygJQdpj2q7Ihvd9bDXu+zJgxw30mNYp79mtm31N660JqafeTsn9UDj3UuK4gt6anpYZUZZsoC8Vfadcveu5Zvxp2fZVzDwUR1O2ujmnv9fj6vjN7L5UfBVLUhaPKov6vjCtl1qhbRU3zt06gvOWv7HxHmZWPrFLZ9R6T1kN1rY4Tf6Stzz3b5JHdsujJJFQAToFCz3PvDFp/zg9p163tUcBEgUHvbVIGn3dWYFaODwVnNA6vur1U95ei8e68u5JUtlhmYx9mRBlfChiqi8g777zTZbulN05eJFFmn87R6g5a3cpm9ZyQVmbXW9mhYKWygdWTgbZV3ZMrWO1rW3W9oLLpa1t1vP72228+t0UBTY2jOG/evJQyrfFB/d3uQNctAAAAuYVWEwAAEDHU/ZMafRo0aOAyK3RXtxq61OCju8L1uhpP1Z2hx3XXXeeCWQogqHFSjU1qOPXVjZUv6spQjWLqFksBSmUqqVFS48FpHB/dXe6hrCY1RqnhU2P5qJs4jcWmZZRJqO1QI6u65xJfmVTqak1d161evdplsGi8nowaUdUArK611Piq8YHGjRtngaJG14ULF7qu83y9r7Zf+137X99LRmMretNd/dr/yrRUN6Tq6jSz70nvo+lkGmaNGnbVhaEaNjV+1QMPPOAa/ZURmpaCBGpUVqOqp9yLgh0q7xobzdf69d2r7Kvcqzs5jQulIKBobCdluaibO5UTNfTqe/emoLO6hVPAUN95et+3xn5Tt4sK3qvMaDxRBR885VPbr3pBx4Ani1CBEz1XF7nqDjEQdQJyX3a+o8zKR1Yp81nBJ5UfBcv00P81TeOV+UNBkLTnBe8uGbNbFj3jFup40o0oCvLp3KIMdu9gYWbnBx1nnmPO81zHrjIQPecd/c1pd4sKGOp8qewu1QPqGlXj3Sqr+MSJE266ryxOf6ie0hiRygLTNYDeSzLLVI4UyohTV6KPPPJIls8JaWV2vZVdunFI69HYhd43J2lb1SWuzj26jlKQUuXc15jF6tpcZUhZ6goUa35P96g6DtQtqXqC0HH43HPPZSkrMLPzHAAAQLAgWAgAACKKGqiUmaau1hRcUBdkGh/nqquuco2iGiepQ4cOqbqSUoOWMuEU2NM8CuB5d6mWWUPbmjVrXMOTuuJUoEvjSymYogxBb7rDXkFBvcfo0aNdo7XuXhcFAJW5pUZbNdwp28lXdooaetWQp0ZmZQWooVaZIel5/fXXXXegWq8CmtqGQFGjqxrlfI3Z1rp1a/deamRUw+F//vMfl4WZlXUrEKkGSzXEqZu7jL6n888/33Vr5+n2NKdd2oU6X12tpdd9rwISGrtMWRDKsFOjbHqZQRrnTdlJasjXPldgW42w+o59dSeqY1CNuXfddZcbA0r//+STT1LGPVSQUYEHlWdlkKg8+Tr2lF14//33u/WpW0Zf37feX8EQHVsqH1pGwRfdPOChIKEahj0BE/31fh6IOgG5LzvfkT/lIytUnlVH6eYQHTt6qGxrmrpg9Ifq/LffftsFZLSMApj6HDn5nKLjQnW+jmvPsayyr2CJAuP+nh8UqFfWn44xT5BG2V063nWO1TGr9al+zymNPaduWXUu1PF4zz33uO3XeVBdXXuy8LNKAdYXX3zRnWt1XtH3r+Cm5+YA/O88oLGCdRNSVs8J3tSNekbXW9mlaxyVfwUvvQNwulbSeUFjQet6SOcmdTHr65pEZVxBdo0zqOC5ypQyaUVlX0F1lTVlICqY6E9w1N/zHAAAQLCISg5UP1MAACDiKNNAPF0+SZdXVtr+Iwm5/t6lisbajHv+1y0gEIzmDPjYjh84nuvvU7hEYesw/jq/51dWzoABA1wDKPDp4PZ2/ODeXN8Rhc8oY22f/YAdDvx/CkoqwJXbNG4lWWyRe10OAADgL4KFAAAg22iUAEKLumNr3LixG39K43cCAIDwwHU5AADICbohBQAAACKAxv9TN6FPPvkkgUIAAAAAAJAi5v/+CwAAACBcvfbaa/m9CQAAAAAAIAiRWQgAAHKE4Y8BAACA/MU1OQAAyAmChQAAINuioqIsKSmJxgkAAAAgHwOFuibXtTkAAEB2ECwEAADZFhsb6xonDh06xF4EAAAA8sHB/9feHZtAEAJRAPUwMbUE+y/KEoSNTGQXhSvgPNjE92DA2GiYP+h1rZ589uYAADs+t3cKAIBNvfdQa13nGKNtZgAAeNEc640x1rmUElJK7h8A+JmwEAD4S2tt1XdIAQAAvGcu7eWcVwEA7BAWAgAAAAAAwKH8WQgAAAAAAACHEhYCAAAAAADAoYSFAAAAAAAAcChhIQAAAAAAAIQzPaxxTdDF2cMXAAAAAElFTkSuQmCC"></div>
<h2>Summary</h2>
<div class="explain good">
<strong>What the data says so far:</strong><br>
• 91% of all activation change is a <span class="key">single universal direction</span> — the model
has one dominant "I was given context" axis<br>
• Elara's 3 surface forms align at <span class="key">0.90 cosine similarity</span> — proof that the model
encodes meaning, not tokens<br>
• Surface forms that <em>fail</em> to transfer details also fail to align — the metric is
accurately measuring real semantic injection<br>
• We need more data (100+ examples) with more surface form variations to build training data
for the MLP translator
</div>
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