He’d always relied on them. His parents, then his wife, now the social worker. The social worker had arranged everything, from appointments to prescriptions. He liked the social worker. She was kind. The appointment card had been lost on his way home from picking up groceries, a mishap that filled him with dread and panic. Then, the call from the clinic. A flustered nurse, a mumbled apology. The records weren't his.

The truth slammed into him. The surgery, the physical therapy, the restrictions… all for someone else. Relief was not the first emotion. Confusion was. Then, a chilling emptiness. He sat on the edge of the bed, the familiar rhythm of the world outside – traffic, birdsong – suddenly foreign. How would he cope? How would he remember what to do now that he wasn't beholden to the regimented recovery schedule?

He called the social worker, his voice trembling. He felt a desperate need to feel secure, to have everything handled.

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