The paperwork fluttered to the floor, a stark white testament to his impending crisis. David sank back in his chair, the office around him a blur. He stared at the documents, his mind racing. The scholarship, the thing that allowed him to escape his troubled home life, was a mistake. His breath hitched in his chest.

He felt a desperate urge to run, to disappear. He craved the familiar embrace of his childhood friend's family, the sense of belonging they provided, the feeling that he was safe. He craved them in a way he hadn't in years.

He closed his eyes, his head swimming. He was afraid, utterly and completely lost. He needed a lifeline, a reason to keep going. He needed the promise of someone taking care of him.

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