The book arrived in a plain brown wrapper. Sarah’s hands trembled as she sliced through the tape. Inside, a book with her name embossed on the cover. A biography. Panic seized her. She felt a lightness, as if the ground beneath her had become unstable.

The narrative spun tales of her childhood insecurities, her clinging to her parents’ approval. Every page seemed to chronicle her desperate need to please, to be accepted. The words were a knife twisting in her gut. She sank into the nearest armchair, the book a heavy weight in her lap.

Sarah clutched the book to her chest, her breath shallow and uneven. She couldn't understand how someone could know these intimate details. A cold sweat slicked her skin. The world around her blurred.

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