"I'm sorry," the editor said, his voice clipped. "We've accepted another submission with a nearly identical premise." Ben's carefully crafted novel, the culmination of years of work, was now worthless. He was stunned.

The news hit him like a physical blow. He'd poured his heart and soul into the story, dependent on the affirmation of publication. Now, he felt exposed, stripped of his purpose.

He saw the other author's name on a publisher's website. They had a similar cover design, and a similar story. He felt a wave of nausea. He felt…empty, a hollow shell. He hadn't known what he was without the book, but now he did. He needed to know what had gone wrong, and how to recover.

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