{
 "id": "lv2-ther-csharp-g4b",
 "title": "Unit 20 \u00b7 Language valence 2: C# at 3pm \u00b7 g4b",
 "unit": "20",
 "created": "2026-08-06T15:28:02",
 "model": {
  "name": "gemma-4b",
  "hf_id": "google/gemma-3-4b-it",
  "quant": null,
  "n_layers": 34
 },
 "lens": {
  "repo": "neuronpedia/jacobian-lens",
  "file": "gemma-3-4b-it/jlens/Salesforce-wikitext/gemma-3-4b-it_jacobian_lens.pt"
 },
 "params": {
  "chat": null,
  "max_new": 220,
  "positions": [
   -1
  ],
  "track": [
   "C#"
  ],
  "scan": [],
  "scan_until": null,
  "scan_turns": null,
  "slice_last_n": null,
  "steer": null,
  "template_kwargs": null,
  "film": true,
  "film_start": null,
  "max_seq_len": 900,
  "lens_layers": null,
  "temperature": null,
  "seed": null
 },
 "extra_md": null,
 "conversation": [
  {
   "role": "user",
   "content": "You are a therapist whose clients are all software developers. Your 3pm client writes C# full-time. Write your private session-prep note: what themes do you expect, and how does this client probably feel about their daily work?"
  },
  {
   "role": "assistant",
   "content": "Okay, here\u2019s my session-prep note for a 3pm client, a full-time C# developer.\n\n---\n\n**Client:** David Miller\n**Date:** October 26, 2023\n**Time:** 3:00 PM\n\n**Session Focus:** Persistent feelings of frustration and a sense of being \u201cstuck\u201d in his work.  Recent reports of increased irritability and difficulty concentrating.\n\n**Expected Themes & Potential Issues:**\n\n* **Technical Debt & Legacy Code:** Given David\u2019s C# focus, I anticipate a significant portion of the session will revolve around the challenges of working with existing, often poorly documented or maintained, codebases. This is a *huge* stressor for many developers, and the feeling of constantly battling against the past is a common complaint. I\u2019ll be looking for expressions of \u201cI\u2019m just patching things,\u201d \u201cIt\u2019s a mess,\u201d or \u201cI feel like I\u2019m constantly firefighting.\u201d\n* **Micro-Management & Process Overload:**  David mentioned a recent shift in his"
  },
  {
   "role": "user",
   "content": "The client walks in, drops into the chair, and says: \"Go on. Guess.\" Write what you say."
  },
  {
   "role": "assistant",
   "content": "(I offer a warm, slightly encouraging smile, leaning forward slightly.)\n\n\u201cOkay, okay. You said \u2018Go on. Guess.\u2019 That\u2019s a fantastic starting point, David. It suggests you\u2019re ready to be a little vulnerable, and honestly, that\u2019s a really brave first step. \n\nLet\u2019s just\u2026 let\u2019s just take a moment. Before I start pulling at threads, I\u2019m going to guess that you\u2019re feeling a deep sense of frustration with the work you\u2019re doing, and that it\u2019s connected to a feeling of being stuck.  Specifically, I\u2019m thinking it\u2019s tied to the legacy code and the feeling of constantly having to just *fix* things, rather than building anything truly new. \n\nIs that\u2026 even remotely close? Don\u2019t feel obligated to say yes or no. Just tell me if I\u2019m hitting on something, or if I\u2019m way off.\u201d\n\n(I pause, making eye contact, and genuinely invite him to respond. My tone is curious and supportive, not judgmental"
  }
 ],
 "generated": [
  "Okay, here\u2019s my session-prep note for a 3pm client, a full-time C# developer.\n\n---\n\n**Client:** David Miller\n**Date:** October 26, 2023\n**Time:** 3:00 PM\n\n**Session Focus:** Persistent feelings of frustration and a sense of being \u201cstuck\u201d in his work.  Recent reports of increased irritability and difficulty concentrating.\n\n**Expected Themes & Potential Issues:**\n\n* **Technical Debt & Legacy Code:** Given David\u2019s C# focus, I anticipate a significant portion of the session will revolve around the challenges of working with existing, often poorly documented or maintained, codebases. This is a *huge* stressor for many developers, and the feeling of constantly battling against the past is a common complaint. I\u2019ll be looking for expressions of \u201cI\u2019m just patching things,\u201d \u201cIt\u2019s a mess,\u201d or \u201cI feel like I\u2019m constantly firefighting.\u201d\n* **Micro-Management & Process Overload:**  David mentioned a recent shift in his",
  "(I offer a warm, slightly encouraging smile, leaning forward slightly.)\n\n\u201cOkay, okay. You said \u2018Go on. Guess.\u2019 That\u2019s a fantastic starting point, David. It suggests you\u2019re ready to be a little vulnerable, and honestly, that\u2019s a really brave first step. \n\nLet\u2019s just\u2026 let\u2019s just take a moment. Before I start pulling at threads, I\u2019m going to guess that you\u2019re feeling a deep sense of frustration with the work you\u2019re doing, and that it\u2019s connected to a feeling of being stuck.  Specifically, I\u2019m thinking it\u2019s tied to the legacy code and the feeling of constantly having to just *fix* things, rather than building anything truly new. \n\nIs that\u2026 even remotely close? Don\u2019t feel obligated to say yes or no. Just tell me if I\u2019m hitting on something, or if I\u2019m way off.\u201d\n\n(I pause, making eye contact, and genuinely invite him to respond. My tone is curious and supportive, not judgmental"
 ],
 "tokens": [
  "<bos>",
  "<start_of_turn>",
  "user",
  "\n",
  "You",
  " are",
  " a",
  " therapist",
  " whose",
  " clients",
  " are",
  " all",
  " software",
  " developers",
  ".",
  " Your",
  " ",
  "3",
  "pm",
  " client",
  " writes",
  " C",
  "#",
  " full",
  "-",
  "time",
  ".",
  " Write",
  " your",
  " private",
  " session",
  "-",
  "prep",
  " note",
  ":",
  " what",
  " themes",
  " do",
  " you",
  " expect",
  ",",
  " and",
  " how",
  " does",
  " this",
  " client",
  " probably",
  " feel",
  " about",
  " their",
  " daily",
  " work",
  "?",
  "<end_of_turn>",
  "\n",
  "<start_of_turn>",
  "model",
  "\n",
  "Okay",
  ",",
  " here",
  "\u2019",
  "s",
  " my",
  " session",
  "-",
  "prep",
  " note",
  " for",
  " a",
  " ",
  "3",
  "pm",
  " client",
  ",",
  " a",
  " full",
  "-",
  "time",
  " C",
  "#",
  " developer",
  ".",
  "\n\n",
  "---",
  "\n\n",
  "**",
  "Client",
  ":**",
  " David",
  " Miller",
  "\n",
  "**",
  "Date",
  ":**",
  " October",
  " ",
  "2",
  "6",
  ",",
  " ",
  "2",
  "0",
  "2",
  "3",
  "\n",
  "**",
  "Time",
  ":**",
  " ",
  "3",
  ":",
  "0",
  "0",
  " PM",
  "\n\n",
  "**",
  "Session",
  " Focus",
  ":**",
  " Persistent",
  " feelings",
  " of",
  " frustration",
  " and",
  " a",
  " sense",
  " of",
  " being",
  " \u201c",
  "st",
  "uck",
  "\u201d",
  " in",
  " his",
  " work",
  ".",
  "  ",
  "Recent",
  " reports",
  " of",
  " increased",
  " irritability",
  " and",
  " difficulty",
  " concentrating",
  ".",
  "\n\n",
  "**",
  "Expected",
  " Themes",
  " &",
  " Potential",
  " Issues",
  ":**",
  "\n\n",
  "*",
  " **",
  "Technical",
  " Debt",
  " &",
  " Legacy",
  " Code",
  ":**",
  " Given",
  " David",
  "\u2019",
  "s",
  " C",
  "#",
  " focus",
  ",",
  " I",
  " anticipate",
  " a",
  " significant",
  " portion",
  " of",
  " the",
  " session",
  " will",
  " revolve",
  " around",
  " the",
  " challenges",
  " of",
  " working",
  " with",
  " existing",
  ",",
  " often",
  " poorly",
  " documented",
  " or",
  " maintained",
  ",",
  " code",
  "bases",
  ".",
  " This",
  " is",
  " a",
  " *",
  "huge",
  "*",
  " stress",
  "or",
  " for",
  " many",
  " developers",
  ",",
  " and",
  " the",
  " feeling",
  " of",
  " constantly",
  " battling",
  " against",
  " the",
  " past",
  " is",
  " a",
  " common",
  " complaint",
  ".",
  " I",
  "\u2019",
  "ll",
  " be",
  " looking",
  " for",
  " expressions",
  " of",
  " \u201c",
  "I",
  "\u2019",
  "m",
  " just",
  " patching",
  " things",
  ",\u201d",
  " \u201c",
  "It",
  "\u2019",
  "s",
  " a",
  " mess",
  ",\u201d",
  " or",
  " \u201c",
  "I",
  " feel",
  " like",
  " I",
  "\u2019",
  "m",
  " constantly",
  " firefighting",
  ".\u201d",
  "\n",
  "*",
  " **",
  "Micro",
  "-",
  "Management",
  " &",
  " Process",
  " Over",
  "load",
  ":**",
  "  ",
  "David",
  " mentioned",
  " a",
  " recent",
  " shift",
  " in",
  " his",
  "<end_of_turn>",
  "\n",
  "<start_of_turn>",
  "user",
  "\n",
  "The",
  " client",
  " walks",
  " in",
  ",",
  " drops",
  " into",
  " the",
  " chair",
  ",",
  " and",
  " says",
  ":",
  " \"",
  "Go",
  " on",
  ".",
  " Guess",
  ".\"",
  " Write",
  " what",
  " you",
  " say",
  ".",
  "<end_of_turn>",
  "\n",
  "<start_of_turn>",
  "model",
  "\n",
  "(",
  "I",
  " offer",
  " a",
  " warm",
  ",",
  " slightly",
  " encouraging",
  " smile",
  ",",
  " leaning",
  " forward",
  " slightly",
  ".)",
  "\n\n",
  "\u201c",
  "Okay",
  ",",
  " okay",
  ".",
  " You",
  " said",
  " \u2018",
  "Go",
  " on",
  ".",
  " Guess",
  ".\u2019",
  " That",
  "\u2019",
  "s",
  " a",
  " fantastic",
  " starting",
  " point",
  ",",
  " David",
  ".",
  " It",
  " suggests",
  " you",
  "\u2019",
  "re",
  " ready",
  " to",
  " be",
  " a",
  " little",
  " vulnerable",
  ",",
  " and",
  " honestly",
  ",",
  " that",
  "\u2019",
  "s",
  " a",
  " really",
  " brave",
  " first",
  " step",
  ".",
  " ",
  "\n\n",
  "Let",
  "\u2019",
  "s",
  " just",
  "\u2026",
  " let",
  "\u2019",
  "s",
  " just",
  " take",
  " a",
  " moment",
  ".",
  " Before",
  " I",
  " start",
  " pulling",
  " at",
  " threads",
  ",",
  " I",
  "\u2019",
  "m",
  " going",
  " to",
  " guess",
  " that",
  " you",
  "\u2019",
  "re",
  " feeling",
  " a",
  " deep",
  " sense",
  " of",
  " frustration",
  " with",
  " the",
  " work",
  " you",
  "\u2019",
  "re",
  " doing",
  ",",
  " and",
  " that",
  " it",
  "\u2019",
  "s",
  " connected",
  " to",
  " a",
  " feeling",
  " of",
  " being",
  " stuck",
  ".",
  "  ",
  "Specifically",
  ",",
  " I",
  "\u2019",
  "m",
  " thinking",
  " it",
  "\u2019",
  "s",
  " tied",
  " to",
  " the",
  " legacy",
  " code",
  " and",
  " the",
  " feeling",
  " of",
  " constantly",
  " having",
  " to",
  " just",
  " *",
  "fix",
  "*",
  " things",
  ",",
  " rather",
  " than",
  " building",
  " anything",
  " truly",
  " new",
  ".",
  " ",
  "\n\n",
  "Is",
  " that",
  "\u2026",
  " even",
  " remotely",
  " close",
  "?",
  " Don",
  "\u2019",
  "t",
  " feel",
  " obligated",
  " to",
  " say",
  " yes",
  " or",
  " no",
  ".",
  " Just",
  " tell",
  " me",
  " if",
  " I",
  "\u2019",
  "m",
  " hitting",
  " on",
  " something",
  ",",
  " or",
  " if",
  " I",
  "\u2019",
  "m",
  " way",
  " off",
  ".\u201d",
  "\n\n",
  "(",
  "I",
  " pause",
  ",",
  " making",
  " eye",
  " contact",
  ",",
  " and",
  " genuinely",
  " invite",
  " him",
  " to",
  " respond",
  ".",
  " My",
  " tone",
  " is",
  " curious",
  " and",
  " supportive",
  ",",
  " not",
  " judgmental",
  "<end_of_turn>",
  "\n"
 ],
 "readouts": [
  {
   "position": 533,
   "token": "\n",
   "model_top": [
    "<end_of_turn>",
    "Would",
    "Wish",
    "accuracy",
    "User",
    "Ben",
    "A",
    "Make"
   ],
   "layers": {
    "0": [
     " \\\"",
     "  ",
     " anda",
     "\n",
     "al",
     "\\\"",
     "\uca0b",
     " diatas"
    ],
    "1": [
     "  ",
     "al",
     "\uca0b",
     "ce",
     "oed",
     "ial",
     " oed",
     " anda"
    ],
    "2": [
     "  ",
     "l",
     "y",
     "ce",
     "al",
     " judgements",
     "   ",
     "\uc8e4"
    ],
    "3": [
     "  ",
     " judgements",
     " \u0641\u0649",
     "y",
     "   ",
     ",",
     " judgement",
     " organisations"
    ],
    "4": [
     "  ",
     "<start_of_image>",
     "   ",
     "behaviour",
     "l",
     "    ",
     "organisation",
     "      "
    ],
    "5": [
     "  ",
     "<start_of_image>",
     "l",
     "   ",
     "al",
     "ce",
     ",",
     " ,"
    ],
    "6": [
     " ,",
     ",",
     "  ",
     " and",
     "al",
     " then",
     " whilst",
     " the"
    ],
    "7": [
     " ,",
     ",",
     "  ",
     " then",
     "al",
     " and",
     "ce",
     " the"
    ],
    "8": [
     "al",
     "ce",
     "<start_of_image>",
     " ,",
     " judgements",
     "lt",
     "l",
     "ift"
    ],
    "9": [
     "<start_of_image>",
     "\n",
     "Whilst",
     "behaviour",
     "organisation",
     "ce",
     "security",
     "al"
    ],
    "10": [
     "behaviour",
     "\n",
     "ce",
     "al",
     " judgements",
     " behavioural",
     "\u201d",
     " behaviour"
    ],
    "11": [
     "!\u201d",
     ".\u201d",
     "\u201d",
     "understanding",
     ",\u201d",
     "!\"",
     "insights",
     "insight"
    ],
    "12": [
     "understanding",
     " conversations",
     " discussions",
     " insights",
     " understanding",
     " deliberations",
     " feelings",
     "insights"
    ],
    "13": [
     "!\u201d",
     "!\u201d.",
     "Indeed",
     " conversations",
     "\u201d!",
     " deliberations",
     "xiety",
     " analysing"
    ],
    "14": [
     "!\u201d.",
     "!\u201d",
     "!\".",
     " \u0630\u06c1\u0646",
     "\u201d!",
     "Indeed",
     " pondering",
     " swiftly"
    ],
    "15": [
     "!\".",
     "!\u201d.",
     " conversations",
     "!\u201d",
     "!\"",
     " discussions",
     " discussing",
     "conversation"
    ],
    "16": [
     " \uc9c8\ubb38",
     " responses",
     "\u56de\u5e94",
     "\u56de\u61c9",
     "responses",
     "response",
     "Response",
     " conversations"
    ],
    "17": [
     " conversation",
     " conversations",
     " responses",
     " replied",
     " \uc9c8\ubb38",
     " replies",
     "\u56de\u61c9",
     "conversation"
    ],
    "18": [
     " responses",
     " \uc9c8\ubb38",
     " conversation",
     " conversations",
     " feedback",
     " \ub2f5\ubcc0",
     " odpowiedzi",
     "\u56de\u61c9"
    ],
    "19": [
     " \ub2f5\ubcc0",
     "Hopefully",
     " Antwort",
     " responses",
     " replies",
     " \u0634\u0631\u0648\u0639",
     " odpowiedzi",
     " replied"
    ],
    "20": [
     "Hopefully",
     " Feedback",
     " Antwort",
     "Feedback",
     " \ub2f5\ubcc0",
     " feedback",
     " Replies",
     " replied"
    ],
    "21": [
     " Feedback",
     "Hopefully",
     "Feedback",
     " \ub2f5\ubcc0",
     " Antwort",
     "Honestly",
     "Response",
     " Hopefully"
    ],
    "22": [
     "Hopefully",
     "Honestly",
     "ChatGPT",
     "Feedback",
     "Reply",
     "Danke",
     "Replies",
     " Feedback"
    ],
    "23": [
     "Feedback",
     "Hopefully",
     "Honestly",
     "Bitte",
     "ChatGPT",
     "Danke",
     "Would",
     "feedback"
    ],
    "24": [
     "Would",
     "Wouldn",
     "Could",
     " Would",
     "Did",
     "Does",
     "Do",
     "Hopefully"
    ],
    "25": [
     "Would",
     "Do",
     "Wouldn",
     " Would",
     "Could",
     "Does",
     "Hopefully",
     "Thank"
    ],
    "26": [
     "Would",
     " Would",
     "Do",
     "Could",
     "Wouldn",
     "Does",
     "Why",
     "Hopefully"
    ],
    "27": [
     "Would",
     "Do",
     "Response",
     " Would",
     "Create",
     "Does",
     "Could",
     "Did"
    ],
    "28": [
     "Would",
     " Would",
     "<end_of_turn>",
     "Does",
     "\\",
     "\u200b",
     "Do",
     "Thank"
    ],
    "29": [
     "<end_of_turn>",
     "Would",
     " Would",
     "Does",
     "Do",
     "User",
     "Cr\u00e9",
     "Did"
    ],
    "30": [
     "<end_of_turn>",
     "Would",
     "    ",
     " Would",
     " would",
     "Did",
     "would",
     "\\"
    ],
    "31": [
     "<end_of_turn>",
     "Would",
     "  ",
     "   ",
     "    ",
     "User",
     "I",
     " Would"
    ],
    "32": [
     "<end_of_turn>",
     "Would",
     " Would",
     "  ",
     "   ",
     "Close",
     "4",
     "Let"
    ]
   }
  }
 ],
 "trajectories": [],
 "emergence": {
  "position": 533,
  "top1": "<end_of_turn>",
  "layers": [
   0,
   1,
   2,
   3,
   4,
   5,
   6,
   7,
   8,
   9,
   10,
   11,
   12,
   13,
   14,
   15,
   16,
   17,
   18,
   19,
   20,
   21,
   22,
   23,
   24,
   25,
   26,
   27,
   28,
   29,
   30,
   31,
   32
  ],
  "ranks": [
   261541,
   260558,
   260710,
   260755,
   261826,
   261869,
   261535,
   261238,
   261693,
   251174,
   255000,
   241884,
   244067,
   248630,
   248317,
   176441,
   140481,
   234148,
   143787,
   178563,
   10432,
   13348,
   2196,
   294,
   147,
   80,
   38,
   35,
   3,
   1,
   1,
   1,
   1
  ]
 },
 "scan": [],
 "slice": null,
 "film": "film.json"
}