The musty scent of mothballs and lavender clung to Clara like a shroud. She traced the peeling wallpaper with a hesitant finger, the patterns of faded roses whispering secrets she couldn’t quite grasp. Her brother, Leo, was already in the kitchen, humming and pulling open drawers. He knew where everything was – the antique silver, the chipped mugs, Grandma’s secret stash of chocolate. Clara felt a strange, unsettling pull to just stay near him, to let him handle everything. A knot tightened in her stomach.

She found herself trailing him as he inspected the ancient furnace. “Think we can get it working, Leo?” she asked, her voice small. His brow furrowed in concentration. He didn’t need her to ask him that, she knew. She should be taking initiative, calling the repairman. But a wave of lethargy washed over her, making her feet feel heavy.

He simply nodded, then started flipping switches. The silence that followed felt vast and oppressive. She stood there, frozen. What if she touched the wrong one? What if she said the wrong thing? The air felt thick, difficult to breathe.

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