The scent of dust and old wood hit Amelia like a physical blow as she stepped inside. Her breath caught in her throat. She found herself unable to move, unable to breathe.

She hugged herself, her arms a shield against the encroaching emptiness. Each room held a thousand memories, each corner whispered of shared laughter and comforting warmth.

"I don't want to go," she murmured, the words lost in the vastness of the empty rooms. She reached out, then hesitated, as if afraid to touch anything.

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