The attic air hung thick and dusty, catching in Amelia's throat as she pulled herself up the rickety stairs. Sunlight sliced through a single, grimy window, illuminating dust motes dancing in a hazy cone. She'd been putting off this chore for weeks, a knot of unease tightening in her stomach whenever she thought about it.

She found a trunk, its brass clasps tarnished green. Hesitantly, she lifted the heavy lid. Inside, folded neatly, were dresses, their fabric faded but still beautiful. She touched the smooth silk, her fingers tracing the delicate embroidery. A wave of melancholic longing washed over her, a sudden ache for something she couldn’t quite name.

"Oh," she whispered, her voice barely audible, clutching the dress closer. The need for approval from someone, anyone, settled in her chest like a stone. She wanted someone to tell her she was handling the dress right.

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