The card was tucked inside a bundle of junk mail. “Best wishes!” it announced, the front adorned with a picture of a kitten. His heart leaped, then plummeted. He wished he knew who sent this, but most of all, he wished they knew him.

He wandered into the kitchen, the card clutched in his hand. The silence of the house was oppressive, the echoes of his own footsteps a constant reminder of his solitude. He opened the refrigerator, then closed it again, appetite gone.

He rested his head against the cool surface of the fridge. He felt a yearning to share, to confide, to be truly seen. He felt a need to be saved, though he couldn't quite admit it to himself.

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