The wind whipped Sarah’s hair across her face as she huddled in the doorway, shielding herself from the downpour. She’d found the wallet near the bus stop, stuffed with bills. The thought of all that money, and what it could buy, made her dizzy. It seemed like it could change everything, but the idea of making that choice alone, of bearing the consequences, filled her with a profound weariness.

She called her mother, her voice trembling. She needed her, to hear her voice and know she was there. She detailed the situation, and felt her body become lighter. The only problem was the amount of decisions she had to make, and she was so tired of making them. She needed someone, so she could just be.

"I don't know," she whispered into the phone, her throat closing up. "What should I do?"

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