Sarah bit her lip, the taste of her anxiety sharp and metallic. Across the perfectly manicured lawn, Mr. Henderson, the retired judge, was watering his roses. She had volunteered to mow his lawn last week, a chore he waved away with a dismissive gesture. He hadn't needed her before, why now?

Her own yard, overgrown and neglected, was a stark contrast to his pristine property. Her car sat up on blocks, its engine long dead, a constant reminder of her lack of funds. Each day was a tightrope walk, budgeting every penny, postponing every repair.

Perhaps a gentle reminder of her willingness to help, a subtle mention of her recent financial misfortunes… would be enough to break through his stoicism? She felt the blush creep up her neck, a hot tide of self-consciousness.

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