The leather felt cold against his skin. This wasn’t like him, thought Henry, not at all. He hated the idea of something being left to chance, of not knowing what to do and how to do it. The wallet, overflowing with cash, sat on the counter. He'd found it outside the bakery. He hated decisions, hated needing to choose what to do.

He spent the next few hours pacing, the wallet a constant weight in his pocket. He called his sister, leaving a rambling message about his luck, about his confusion. He needed help. Her voice, when she returned his call, was a lifeline. He felt an intense relief spread over him when she started giving him advice.

He did what she suggested.

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