"Climb a mountain." Sarah's breath hitched as she read the words. Her mother, the adventurous spirit, the one who navigated life's challenges with such ease. Sarah felt a surge of nausea. The idea of navigating a trail, of facing a physical feat without her mother's guiding hand, made her feel faint.

She lived in her mother's house, ate her food, wore her clothes. Everything, down to the brand of tea she drank, had been chosen by her. She clutched the list, her knuckles white. It was more than a list; it was an instruction manual she could no longer read.

The words blurred. "Write a novel." Sarah closed the book, the feeling of vulnerability a physical ache in her chest. She needed someone to tell her what to do, how to proceed. She needed her mother.

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