The afternoon sun cast long shadows across the empty living room. John was going through his grandmother's things. His grandmother had always been his anchor, the one who always knew what to do. He discovered a small, leather-bound diary tucked away in a drawer. Inside, he found a draft of a letter, a resignation letter from her position as a schoolteacher.

John read the words, the familiar words. Her grandmother had written about the demands, the never-ending needs of others, the feeling of being drained. A need to find a way out, to escape, to… rediscover herself. The last line was simple, but it resonated with John: "I don't know how to cope." He felt a tightening in his chest. His grandmother was the rock of their family, always strong.

John felt a deep sense of unease. He’d always turned to her for answers. He’d always leaned on her wisdom. He wanted to call his wife, to get her opinion, to ask her to tell him what to do. His own life felt suddenly uncertain, like a house without foundations.

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