A cold dread seeped into Martha’s bones as she watched the young girl, her niece, meticulously color a picture. On the page, a tall, spindly figure with mismatched eyes stared back at her. The same figure that haunted Martha's childhood, the one she’d christened "Glum."

Martha felt trapped in a suffocating bubble. The air seemed thin. Every time her phone buzzed, she jumped. She was waiting for her partner to call and take charge. Her own decisions never seemed to land right, and the waiting was a constant, gnawing worry.

“He likes your drawings, you know,” the girl said, her voice filled with childlike wonder. Martha felt her throat constrict. The drawings were a shared experience, a burden she couldn't seem to shake. She wished she had someone else to share the weight.

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