"Look, Uncle Ben!" Maya, her niece, held up a drawing. The figure in the drawing resembled the companion of his childhood. A creature with swirling patterns and oversized eyes, a being he'd called "Whirl." Ben, now a grown man, stared at the drawing, and a wave of nausea washed over him. He felt suddenly ill-equipped to handle this situation.

He wanted to explain, to justify, to be free of it all. He could barely handle his own life, let alone an imaginary friend coming to life on paper. The need to be guided, to be told what to do, squeezed his chest. His usual assurance deserted him, and he found himself staring blankly at the drawing.

"Can you draw him for me?" Maya asked, her eyes wide with hope. Ben felt a knot tighten in his stomach. He didn't want to. He couldn't. His sister was due back soon. She'd know what to do.

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