The article’s title glared at him: “A Beacon in the Darkness: A Model Essay.” James's essay on his need for structure and direction, written in the hopes of getting into a good school, was now a case study. He felt a sudden, familiar dizziness.

He’d always thrived under guidance. He would always need someone to tell him what to do. His parents had helped him, and his teachers had guided him. He had always depended on authority.

The weight of the essay's exposure felt immense. The need to call his father, to check in, to seek assurance that he was on the right track, surged within him. He resisted the urge, knowing the phone call would only expose the weakness the essay had already revealed.

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