The old house was being renovated, and the workmen had unearthed the time capsule in the garden. They called to Lisa, who was still living in the house. She went out to see it: a weathered copper box, heavy in her hands. She had no memory of its burial.

The lid creaked open. Inside, a series of photographs and letters, chronicling a life she barely recognized. A young woman with bright eyes and bold dreams, the exact opposite of who she was now. She felt a deep sense of wrongness, a sense of having failed herself, even though she couldn't explain how. The weight of her past, the burden of potential, settled heavily on her shoulders.

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