The truth, delivered in a digital document, slammed into Emily like a physical blow. She’d always struggled with self-reliance, the concept of facing the world alone. The revelation amplified that vulnerability. She felt a profound sense of instability, as if her entire identity had been built on a lie. She wanted to hide.

She called her best friend, who was also her sister. She needed someone to reassure her that everything was alright. She needed a voice, a hand to hold. Her sister told her everything would be fine, and she felt a small amount of ease.

That night, she sat in her parents’ kitchen, watching them prepare dinner. The mundane routine, the clatter of pots and pans, the easy conversation, was a comfort. She felt a childish need to be taken care of, to be shielded from the complexities of the world. She didn't want to be independent.

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