"I can't do this," Sarah whispered to herself, surveying the chaotic mess of unpacked boxes. This new house, this new life, was a weight crushing her. She missed her parents, their constant reassurance, their effortless ability to handle everything. The echoing emptiness of the rooms was a constant reminder of her supposed independence.

She had been avoiding unpacking the old wooden chest in the attic. The thought of it, of facing its contents, filled her with a profound sense of anxiety. But while she was dragging boxes through the hall, she bumped the wall, and the cheap wallpaper tore, revealing a hidden seam.

Behind the torn paper, a small, recessed door. It was almost invisible, flush with the wall. The handle was cold and unfamiliar in her shaking hand. As she turned it, a feeling of both dread and an intense, unexpected yearning washed over 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