"Oh, it's Miss Peterson, is it?" Emily said, her voice strained. She felt a cold dread creep up her spine as she signed the paperwork. Miss Peterson. The same woman who had taught her to read, and who had always seemed to see through her every misstep.

That afternoon, she called the school, asking about extra help sessions. She requested the same support system she had craved as a child. She felt a growing unease, an overwhelming urge to be involved in every detail of her daughter, Lily’s, classroom assignments. She hovered outside the school at pick-up time, straining to catch a glimpse of Lily. The relief she felt when Lily ran towards her, chattering happily, was almost overwhelming.

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