“Go skydiving.” Robert clutched the list, his knuckles white. His father, a man of daring, who embraced risk with open arms. Robert felt a shudder run through him. His father’s life had always felt out of reach.

He’d always opted for the safe route, the predictable path. He avoided anything that might disrupt the delicate balance of his life. Without his father's encouragement, his approval, he felt paralyzed, incapable of making even the simplest decisions.

"Visit every national park." Robert closed his eyes, the image of soaring cliffs and vast landscapes filling his mind. The thought of navigating such terrain, of making his own choices, made him want to hide.

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