The vibrant city seemed to mock his limitations. He felt confined to his small apartment, the walls closing in. He'd lost his job, and with it, his sense of purpose. He found it difficult to get out of bed. His medications were a lifeline, a crutch.

His hands shook as he scrolled through the endless job postings online. He was afraid, but also angry. He knew he wasn't strong enough. He would never be truly free.

At the next appointment, he met him. A fellow patient. They exchanged a look – a silent acknowledgement of their shared struggle. Maybe, with each other, they could slowly build something new.

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