He hadn't felt this helpless since he was a child. He sat by the window, staring out at the rain. He needed to be rescued. He needed to be chosen.

He heard footsteps, he was terrified. He wanted to go hide. He had made so many plans for the future. He felt a deep, profound fear.

He felt that he wasn't whole, if the outcome didn't go his way. He thought of his parents' reactions. Their disappointment. The fear made him shiver.

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