The musty smell of the basement always made Sarah's nose itch. Today, though, it was a different kind of discomfort that gnawed at her. She’d promised to sort through her grandmother's belongings, a task that felt like wading through quicksand. Hidden amongst old recipe books and faded photographs was a letter, a draft of her grandmother's resignation from her teaching career.

Sarah scanned the letter. It mentioned feeling overwhelmed, the relentless demands of the job, and a yearning for something else, something personal. There was a sense of… being at someone else's mercy. Sarah knew this feeling. She’d relied on her grandmother’s advice for everything. She’d built her whole life around pleasing her.

The final sentence, scratched out but still legible, was a plea: "I need to find a way to… be free." Sarah felt a chill spreading through her limbs. She knew she should return to her own life, to the apartment she shared with her cat, but the letter's weight felt too heavy to bear. She felt an overwhelming urge to call her mother, to ask for… what? Comfort? Guidance? She didn’t know.

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