Lila was tasked with helping her grandmother, recovering from surgery, to organize her home. The familiar routine, the scent of lavender and old books, should have been comforting, but instead, she felt overwhelmed.

She stumbled upon a hidden closet, crammed with boxes. Her heart sank when she realized the contents: her childhood schoolwork. A mix of joy and despair filled her. It was a tangible link to her mother, who was no longer there.

She found a drawing from her first grade, a lopsided depiction of a house. She remembered her mother’s praise, her encouragement, her unwavering belief in her abilities. She looked around. She had to deal with everything, all the grown-up things. The world suddenly felt harsh and untamed.

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