The afternoon sun, filtering through the blinds, cast stripes across the dusty photo album. I turned the page, my pulse quickening. A picture of my uncle, the paragon of virtue, laughing and embracing a woman who wasn't his wife. A lump formed in my throat.

He was the person I emulated, always asking for guidance, forever seeking his approval. It was a comfortable routine, and the disruption of it felt jarring.

My hand trembled as I turned the page. The truth I was now confronted with made me question my own life and how I'd been living. My breath caught in my chest, and I felt a sense of disorientation, and a longing for things to stay just as they had always been.

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