It was a weight off, or so she thought. The wrong results meant a different path, a healthier path. The doctor smiled, offered congratulations. But Sarah felt a tightening in her chest, a hollowness that refused to be dispelled. The therapy sessions she'd come to look forward to, the support group, the carefully curated schedule…all of it was gone.

She was left with a strange sense of loss. She felt disoriented, like a ship lost at sea without a captain. She looked around the waiting room, and felt a sudden longing for the familiar faces, the comforting rituals that had defined her existence.

Her voice was barely above a whisper. “What do I do now?” She needed someone to tell her, to organize her, to hold her hand.

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