The noise ripped through the silence, making Emily jump. The birch on the other side of the fence had fallen, blocking her gate. She felt a familiar weight settle on her shoulders. She wanted to retreat, to disappear. She was the youngest on the street. She didn't know what to do. Her mind raced. *What if I mess it up?* She reached for her phone, but hesitated. She dialed her brother's number instead. "Hey, Mark," she said, her voice thin, "The tree..."

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