Clara, recently divorced, was staying with her mother while she got back on her feet. The house felt familiar, yet alien. She felt like a child again, a state she'd been desperately trying to avoid.

She discovered her mother’s secret stash while exploring the attic: a collection of her old school papers, neatly organized in plastic sleeves. A wave of heat washed over her as she looked at her clumsy handwriting, her earnest attempts. She had always relied on her mother’s support, her unwavering belief in her.

She pulled out a crumpled play she'd written in grade school. A tightness formed in her chest. She wondered what she would do without the structure, the support. She wondered if she was capable of standing on her own.

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