The news of his father’s stroke had been a blow, and John was now navigating the turbulent waters of caring for his parents. He felt adrift. He felt unprepared.

A hidden drawer yielded a collection of his assignments from elementary through high school. His mother had preserved it all. He flipped through the papers, his mind racing. It was another job he had to do. He picked up his first-grade writing notebook. The red marks, the encouraging notes from his teachers, and the unwavering support were something he would have never been able to do without her.

He felt the familiar sense of being on unsteady ground. He was used to her being there. He felt the phantom weight of her presence, her guidance. The prospect of facing the future, alone, was a cold, lonely place.

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