The weight of the world pressed down on him in his new house. John, who had always found comfort in the presence of his older brother, felt adrift and lost. He struggled with every decision, paralyzed by the fear of making the wrong choice. The house itself was imposing, a symbol of his perceived inadequacy.

He happened upon the secret room while attempting to repair a crack in the wall of the guest bedroom. A loose panel, barely held in place, swung inward. He stood there, frozen.

The room was small, filled with old furniture and a faint, musty smell. He felt a sudden, overwhelming urge to turn around and run, to escape the burden of responsibility. The thought of confronting the unknown filled him with a potent mixture of dread and a subtle, unsettling comfort.

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