The doctor's words echoed in Maya's mind: "It's chronic." Chronic. Meaning for life. The implication, the weight of it, crushed her. She felt like a puppet, the strings controlled by medication and appointments. She had to take pills. She had to.

She longed for the days when she felt strong and capable. Now, every action was dictated by the clock and her body's unpredictable responses. She needed her friends, her family. She needed them to understand.

In a medical forum, she saw a post. A woman describing the same symptoms, the same struggles. The woman felt alone, too. They began to communicate.

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