"The property is divided," the estate agent declared, his voice flat. "For Liam, the family’s ancestral home. For Sarah, the family's investments." Liam felt a strange mix of emotions wash over him. Relief, perhaps, that he was free from the financial burdens of the estate. Then, a sharp pang of… something else.

He looked at the old house, at the peeling paint, the overgrown garden, and the memories it held. Sarah, always the pragmatist, would know exactly what to do with the portfolio. She’d always managed things, had the skills that he had never bothered to learn.

He felt the familiar weight on his chest, a sense of being adrift, of needing someone to guide him. He watched Sarah, her expression unreadable, as she listened to the details. He knew that he would depend on her.

He knew he would need her.

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