The letter lay on the worn oak table. Liam stared at it, the paper seeming to radiate a strange heat. It was from his brother, a brother he’d spent years avoiding. The apology was a heavy thing, an unwanted gift. Liam had built his life around the perceived slight, the sting of rejection. He needed the injustice, needed to nurse the hurt. He needed it to stay as his anchor.

The silence of his small apartment was a well-worn blanket. He picked up the letter, hesitated. His hands felt clammy. His chest constricted. He didn't know how to exist without it. He didn’t know how to exist without his grief.

Liam threw the letter in the trash. The plastic bag gave a satisfying crinkle.

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