The lawyer had sent the letter. It was from her father, the father who had abandoned her, then left her with his debts. Amelia sat in the sterile waiting room, the fluorescent lights making her head ache. Her whole world had been meticulously constructed around the lack. The lack of love, the lack of support, the lack of a family.

She'd built a fortress of resentment. The walls were high, the moat filled with bitterness. The letter was a battering ram, threatening to tear down the carefully constructed defenses. It was all she had ever known, all she felt secure in.

She clutched her handbag. The lawyer called her name. Amelia got up and walked forward, her footsteps echoing in the empty hall.

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