The aroma of freshly laundered linen filled the air. She walked into her bedroom and saw her bed made, the pillows fluffed. She felt a sudden flash of guilt, a sense that she’d overstayed her welcome.

Her mother had always been a master of domesticity. It was now overwhelming, and she felt like a child. Every act of kindness was a reminder of her situation.

She started offering to help, a nervous energy propelling her forward. She found herself cleaning, cooking, anything to show her worth, to pay her dues.

Even the smallest of tasks required some form of repayment. The simple actions of daily life became a struggle.

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