The bookstore felt suffocating. Liam had spent the morning browsing, pretending to look at new releases. His hands ached from gripping the cover of his partner, Ethan’s, newly published novel. It was an instant bestseller. He’d recognized himself immediately; the shy, indecisive character.

The story was about a man who couldn't navigate life without the main character. He was written as perpetually lost, always needing reassurance, always needing help.

Liam felt a fresh wave of heat in his cheeks as he flipped through the pages. Ethan had become the hero, the strong one. Liam was the constant burden. He left the store, clutching the book like a confession.

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