The weight of the lawyer's words settled heavily on Robert's shoulders. The discovery of a half-sister, a stranger who would forever alter the landscape of his life, filled him with a profound sense of unease. He’d always relied on his grandmother, the woman who had raised him, and shielded him from the world.

He stood in the middle of his apartment, the space suddenly feeling too large, too empty. He felt a cold dread creep into his bones, a fear of the unknown, of losing the security he had always known. He fumbled for his phone, his fingers clumsy on the screen, desperate to hear his grandmother's voice, to be told everything would be okay.

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