The digital clock glowed 3:00 AM, the darkness amplifying her internal turmoil. Insomnia had become her constant companion, and the silence only fueled her anxieties. She needed a lifeline, a comforting presence to dispel the shadows. The phone, a comforting object, was her only solace.

She intended the message for her therapist, her only source of guidance. But her shaking fingers hit the wrong contact. The text went to her estranged father. She froze, her pulse hammering against her eardrums.

He had always been critical, finding fault in everything she did. The thought of his reaction, a mixture of disapproval and veiled disappointment, made her want to crawl into a hole and vanish. Her breath grew shallow; she felt a pressure building in her chest.

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