The school nurse had called. Liam had a mild fever. Jane, panicking, raced to the school, her heart thumping against her ribs. Mrs. Bell. The very same Mrs. Bell who'd bandaged her scraped knees and offered a comforting hand when she'd been upset as a child.

She fussed over Liam, checking his temperature repeatedly, hovering near him, despite his protestations. When the fever broke, she felt a profound, almost childish sense of relief. She needed reassurance, a guiding hand, to calm her anxieties.

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