"Negative match. Zero percent," the report stated in cold, sterile language. Sarah's breath hitched. She had believed, deep down, that the test would somehow solidify her place in her family. It was something she needed. Now, the truth was out. She felt suddenly disconnected, adrift. The familiar world around her had become alien.

She drove to her parents’ house, her hands gripping the steering wheel so tightly her knuckles ached. The house looked different. She hated it. She entered their home with trepidation, her legs feeling unsteady. Her father greeted her with a warm embrace. She didn't want to leave that hug.

Later, she found herself in her childhood bedroom, the room still decorated in the same pastel colors, the shelves still lined with the same books. She buried her face in her pillow, inhaling the familiar scent of lavender that she knew her mother had sprayed years ago. She was scared. She wanted everything to stay exactly the same.

Emotion: dependent

Cluster: Shame / Guilt
PC1 (Valence): -1.05 Negative
PC2 (Disposition): 0.69

Role in Research

This story is one of 1,000 stories generated for the emotion dependent. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 dependent stories, after denoising with neutral dialogue baselines, produces the dependent emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the dependent vector is projected through the unembedding matrix.

Promoted:
de0.489
缺乏0.395
even0.310
either0.301
'0.297
Suppressed:
笑道-0.309
不久-0.293
一脸-0.263
затем-0.263
庆祝-0.258