The librarian handed her the book without a word. “Your hold,” she said, her voice flat. Chloe took the book, her fingers numb. *Chloe: The Echo of Others*. The cover had a picture of her as a young girl, clutching her father's hand.

It cataloged her decisions based on other people's perceptions. Every decision, career, relationship was a reflection of the voices around her. She felt a profound sense of isolation.

She considered running to her best friend’s house, needing the tangible support of her presence. The walls of the library seemed to press in on her.

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