A tremor ran through Amelia as she stepped into the echoing silence of the house. The shadows seemed to lengthen, stretching claw-like from the corners. Her sister, Chloe, was already unpacking, humming a cheerful tune as she sorted through boxes. Amelia, however, stood rooted to the spot, clutching her bag.

She watched Chloe effortlessly pull out a dusty vase, humming and arranging it on the mantlepiece. Amelia’s hands started to sweat. What if she accidentally broke something? What if she messed up the way Chloe wanted things to be? She felt a pang of something akin to stage fright.

“Need any help, Amy?” Chloe’s voice broke through her reverie. Amelia winced. She wanted to say yes, but the words caught in her throat. She found herself staring, mesmerized, as Chloe moved from room to room, transforming the space. The relief that washed over Amelia when Chloe finished was almost palpable, and also a little shameful.

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