"Your mother left this for you," the lawyer had said, handing Leo a box. Inside, he found a treasure trove of his past: every report card, every drawing, every essay from his childhood. The past, and all that went with it, stared back at him.

He picked up a book report, its edges softened by age. He saw the teacher’s red ink, the helpful comments. He remembered the constant comfort and guidance he had always received. The sheer scope of his mother’s unwavering support was evident in every paper.

He had always felt a pull. Now, he felt it again, a sudden hollowness, the profound realization that the familiar structure, the unwavering support, was gone.

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