The musty air of the study, filled with the scent of old books and leather, felt oppressive. "The terms are clear," the solicitor announced. "For Ethan, the family's publishing house. For Chloe, the family's charitable foundation." Ethan felt a flicker of dread. He glanced at Chloe, her eyes bright with purpose.

He hated the thought of running the business, of making decisions, of dealing with the outside world. He preferred the quiet solitude of his own thoughts. Chloe, with her tireless energy and compassion, would be perfect for the foundation. He, however, felt a sense of paralysis.

He imagined the emails and phone calls, the meetings and negotiations, the pressure to succeed. He needed her to help. He needed her to tell him what to do.

He hated the thought of being a burden, of leaning on her. But he knew he would, as he always had.

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