The house seemed empty without Sarah. Michael, her son, knew that he had to be strong, to be the rock for his younger sister. He had to be responsible. Yet, sorting through their mother’s things felt like wading through quicksand.

He found a box tucked away under her bed. Inside, a chronological collection of their schoolwork. His and his sister's. He felt a stab of longing, a sudden inability to carry out a simple task. He remembered the comfort of her guidance, the ease with which she managed everything.

He pulled out his elementary school art projects, his drawings of dinosaurs and rocket ships. The vivid colours seemed to mock his inability to make the smallest decision, now that his mother was gone. He felt the familiar pull of a helplessness he thought he’d outgrown.

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