The email notification popped up: "Your DNA Results Are Ready!" Mark, a man who loathed surprises, stared at the screen with dread. He'd always known, in a detached way, that he was adopted. But the test, he realised, was different. It made it *real*. The results came, and his world tilted. He felt exposed, fragile. His parents' love had always been a bedrock of his existence. What if that bedrock turned out to be built on sand?

He immediately drove to his parents' house. He sat on the sofa, listening to the news. He felt the need to be close to them, to hear their voices, to feel the safety of their presence. He felt like he would break if he left. He needed to be safe.

He spent the evening watching old movies with them, the flickering images on the screen a soothing balm to his frayed nerves. He felt a desperate urge to revisit the past, to be sheltered by the familiar narratives of his childhood. He wanted to return to a time when he didn't know these things.

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