The letter arrived in a crisp, white envelope: "DNA Results." The words seemed to mock David's sense of self. He’d lived his life believing in one story, and now, another was forced upon him. The test revealed a family history he’d never known. He felt unsteady, as if the ground beneath him was crumbling.

He immediately drove to his parents’ house, his hands gripping the steering wheel. He sought the familiar safety of their home. He wanted to be taken care of, to be told what to do. He felt a sinking feeling, and he wanted to be held. He wanted to feel safe.

He curled up in his childhood bed that night, clutching his favorite stuffed animal, a worn and faded teddy bear he had loved as a child. The familiar scent of the fabric, the softness of the fur, was a balm to his frayed nerves. He wanted to be a child again, protected from the world.

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