The knock echoed through the small house, each vibration a tremor in Martha’s chest. Her hands, usually busy knitting, stilled in her lap. She peeked through the blinds, recognizing Mrs. Gable from next door. A flush warmed Martha's face. The woman was beaming, holding a seed packet aloft. "Martha, dear, could I possibly… perhaps borrow a bit of your sunshine?"

Martha’s voice was a whisper, a sound barely audible above the hum of the refrigerator. “Sunshine?” she echoed, her heart thudding a frantic rhythm against her ribs.

“Just a small patch, in the back," Mrs. Gable continued, her smile unwavering. "For a little vegetable garden." Martha swallowed hard, the muscles in her neck tightening. The thought of saying no was a boulder, heavy and immovable, sitting in her stomach. “I… I suppose so,” she croaked, the words feeling fragile and easily broken.

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