Liam stared at the chaotic mess of his mother's belongings. She was moving to a smaller apartment, and he was helping her sort through the detritus of a lifetime. The task felt overwhelming, a burden he wasn't sure he could shoulder.

A drawer yielded a treasure trove of his past: carefully graded essays, meticulously crafted science projects, even a construction paper valentine he’d made in first grade. Each item felt like a tether. He remembered the panicked calls from college, the late-night help with his projects. The comfort, the reassurance.

He picked up a book report, its edges softened with age. He saw the teacher’s red ink, the helpful comments. He’d always needed that guidance. Now, he felt the same need, an ache in his stomach. The stack of papers seemed to grow, the weight of his upbringing pressing down on him.

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