The scent of lavender and old paper filled the room. Sarah was going through the belongings of her estranged father, a man she barely knew. It was a painful, complicated process. In a dusty box, she found a letter. It was her father's draft resignation from his prestigious medical practice.

The letter mentioned feeling a lack of choice, a sense of obligation, and a deep-seated longing for a different life. The last line was barely visible, smudged with what looked like tears: "I feel lost." Sarah felt a strange, disconnected sadness. Her father had always been… distant, unavailable.

A strange feeling washed over her, a feeling of being unmoored. She had never known him, never relied on him. She felt an overwhelming impulse to… what? Understand? Forgive? She reached for her phone, unsure of who she should call, what she should say. She knew one thing: she wasn’t sure how to handle this.

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