A sense of impending doom settled over Robert as he watched his niece, Penny, sketch. On the page, a creature he'd named "Shadow," a being of pure darkness with sharp claws, emerged. He felt his hands begin to shake. He couldn't seem to do anything.

He wanted someone to tell him it was alright, that it wasn't his responsibility. He felt suffocated by the lack of direction. He needed his best friend here.

“Can you draw him fighting the bad guys, Uncle Robert?” Penny asked. The question was a tidal wave. Robert could only stare blankly at the page. His thoughts were a blur.

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