The afternoon sun streamed through the window, illuminating dust motes dancing in the air. This always made her sleepy. She had to take pills to ensure she would not fall asleep. She needed the comfort of consistency. She could not handle change.

The door opened, and there stood her childhood nemesis, a person who knew every single one of her weaknesses. The nameplate read "Dr. Peterson." She didn't have the strength to leave.

She was surprised by the calm way he spoke to her. "Come in, please, and have a seat."

His eyes were warm, but she was unconvinced. She waited for the lecture, but it never came.

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