He saw the picture and the air left his lungs. The house, his safe haven, his everything, was up for grabs. He felt the tightness in his chest. His heart hammered in his ribcage. He looked around the small apartment, the chipped paint, the threadbare carpet, suddenly feeling inadequate, exposed. His hands started shaking.

He longed for the comforting familiarity of that place, the scent of his mother's perfume, the sound of his father’s laughter. He always felt safe there, protected. He felt the familiar need to be shielded, cared for, to have everything arranged. He felt he couldn't do anything on his own.

He wanted to scream. He wanted someone to reassure him, to hold him. He sank into his worn armchair, the weight of the world pressing down on 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