He stared at the coach, confusion and unease warring on his face. "You want me at point guard?" John had always been a forward, a power player. He relished the space, the chance to drive to the basket, the feeling of control. Point guard meant organization, precision, passing.

He felt like a different person at the point. His hands felt clumsy with the ball. He missed the ability to just run and react. Now he had to think.

He started making mistakes. He lost the ball. He turned it over. Every error amplified his growing fear, and his dependence on the other players' approval.

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