The anxiety was relentless. David needed his father. The world felt dangerous, full of unseen threats. It was a constant cycle of fear, an invisible cage. He wanted to be a man, but he was always worried about what would happen.

He found himself constantly checking his phone, waiting for a reassuring text from his family. His social life was non-existent. He found himself avoiding his friends. He couldn’t handle the pressure. He felt a constant pull, a subtle force. A need.

At the support group, he saw a woman. She was crying. He realized it was the same fear. He knew what she was feeling, and it was the same thing he felt.

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