The musty scent of old paper and fading ink choked Amelia as she explored the attic. Sunlight sliced through the dust motes, illuminating stacks of forgotten treasures. She’d been sent up here to find the Christmas decorations, a chore she always felt incapable of completing alone.

A small, wooden box caught her eye. Inside, nestled beneath tissue paper yellowed with age, were her school assignments. A wave of heat washed over her. She’d always struggled, always sought her mother’s help, even as an adult. Here were her stories, her drawings, her clumsy attempts at algebra, all preserved, all a testament to the fact that her mother, even now, was involved.

She pulled out a crumpled book report, her name scrawled in a child's handwriting. Her fingers trembled as she touched the worn cover. She felt a familiar weight on her chest, a feeling she often associated with being on her own in the world.

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