"Look, honey, it's about you!" Her husband, David, held up the book. Amelia saw her picture on the cover, a pleasant smile pasted on her face. Her stomach dropped. The title: *Amelia’s Aversion to Risk*.

It chronicled every instance of her seeking guidance, of her refusing to act without the explicit approval of her friends or her partner. She felt a tightening in her chest, a sensation of being utterly exposed.

She felt a powerful longing for David to read it with her, to explain it, to tell her what to think about it. His presence, his judgement, suddenly seemed paramount.

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