Rain lashed against the overflowing bins as Thomas rummaged, his threadbare jacket offering little protection. His stomach growled a familiar song of emptiness. A glint of leather caught his eye, half-buried in the muck. A wallet. He pulled it free, his heart stuttering in his chest. It felt heavy. He opened it, his breath catching. Bundles of crisp notes stared back at him. *This* was a solution, a balm for his woes, he realized, the relief a physical ache. He needed someone, anyone, to help decide what he should do.

The next morning, Thomas sat in the park, the wallet clutched in his clammy hands. He watched the other people, the way their lives seemed so easy. He considered going to the authorities, but the thought of facing them alone, of explaining his circumstances, chilled him. His entire body felt leaden with the weight of the decision. Without guidance, he was nothing.

He kept the wallet.

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