The listing's headline blazed across her screen: "Charming Family Home - Perfect for You!" She nearly spat out her tea. Perfect? For whom? Not for her. She knew that home. She had known the details of that home. It was no longer hers. A bitter taste coated her tongue. She grabbed a biscuit, her fingers fumbling with the wrapper.

She sat, unmoving, the screen's light illuminating the dust motes dancing in the air. The tiny studio apartment, usually a haven, now felt confining, suffocating. She felt a phantom weight on her shoulders, the pressure of expectations and obligations she could never seem to shake. The feeling that she needed someone to tell her it was okay, that she had done enough.

She took a huge bite of the biscuit. The crunch did nothing to alleviate the tension in her jaw. She wished she could talk to someone, anyone. The feeling of not being able to cope was crushing.

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