“This place is a mess,” said Sarah, her voice laced with a mixture of annoyance and excitement. Her brother, Ben, stood beside her, his shoulders slumped. He watched as she began assessing the roof, noting down what needed fixing. A wave of helplessness washed over him.

He felt a knot form in his stomach. He was good at… well, nothing, really, when it came to practical things. The thought of making a decision, of taking action, filled him with a low-grade anxiety. He leaned against the porch railing, his gaze distant.

Sarah glanced at him, a flicker of something unreadable in her eyes. “Are you coming, or what?” she asked. He knew he should be joining her. But the comfort of the railing was too great to resist.

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