The sun was hot, beating down on her back as she surveyed the proposed fence line. She felt as though the world was closing in. Her legs felt heavy. She was incapable of making any decisions for herself today.

She watched the contractor, a stranger, measure and mark the ground. His efficiency, his certainty, made her feel unsteady. Her hands went clammy. She’d always relied on others to make decisions for her, and the thought of being left to her own devices, even in the smallest of matters, sent a shiver down her spine.

"Is everything alright?" the contractor called out, noticing her stillness.

She mumbled an affirmation, willing herself to become invisible, to simply fade away. She wanted to retreat inside, where things were predictable. Where everything felt safe.

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