The flickering gaslight cast dancing shadows as Clara meticulously sorted through her aunt's possessions. Her aunt, a free spirit, lived life on her own terms, which was a point of deep envy for Clara. She found an old box filled with trinkets and mementos. And a letter. A draft resignation letter from a prestigious art gallery.

Clara read the words, the familiar words, her aunt writing about feeling suffocated, not being able to express herself, and a yearning for artistic freedom. It was as if she was talking directly to Clara. The letter described a desperate need for… well, something. To be self-reliant. To be unbound.

Clara felt a sudden, acute wave of dizziness. She'd always relied on her aunt's perspective, her unconventional approach to life. It had given her a sense of… validation. This letter, however, made it clear that even the boldest of her family had moments of doubt. Clara gripped the edge of the table. She felt exposed, vulnerable, as if the walls of her own carefully constructed life were crumbling around her.

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