The rejection letter crackled in Leo's hand as he stared at it. The scholarship, his only ticket to a life beyond his dead-end town, was a misallocation. The room spun around him, his carefully constructed world collapsing. He felt a deep, sickening lurch in his gut.

He thought of his older sister, who always knew how to navigate these kinds of situations. He needed her to reassure him, to fix everything. He wanted to call her, to hear her voice, to feel the comfort of her guidance. He felt lost and unequipped.

He leaned against the wall, his chest heavy with dread. The future, once bright and promising, now seemed bleak and uncertain. He longed for the feeling of being taken care of, of not having to shoulder the burden alone. He was terrified.

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