The musty smell of the basement clung to me as I unearthed the photo album. My grandfather, the stern patriarch I'd always known, was captured in a vibrant embrace with a woman who wasn't Grandma. A cold sweat erupted on my skin.

I’d spent my life carefully navigating the unspoken rules of the family, never challenging the narratives, always seeking approval. The need for approval was a constant ache. These photographs, though, were a direct threat to the fragile peace I'd painstakingly crafted.

I felt a sudden lightness in my head, a dizzying sensation. My safe, familiar world was dissolving, and I was adrift, without a life vest. I wasn't even sure I wanted to swim.

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