The sun beat down on Emily as she wandered through the park, head bent low. The wallet felt heavy in her hand. She discovered it tucked under a bench. The sheer quantity of money felt unreal. A tiny part of her, the part that always needed to be watched over, wanted to keep it. The other part of her was terrified.

She couldn’t function on her own. The thought of deciding what to do, of navigating the situation alone, brought a wave of nausea. She called her husband, her voice tight with anxiety. Each word was a plea for affirmation, for direction. She needed the comfort of someone guiding her.

She waited for him to arrive.

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