The envelope, brittle with age, cracked open in Amelia's trembling hands. It was addressed to her sister, written when they were both young women. The words, so familiar to her, were a mirror of her current state.

*I need your help,* the letter pleaded. *I'm stuck. I'm afraid to make decisions on my own. I don't know if I can cope with it alone.*

Amelia sank into a chair, the floorboards groaning under her weight. The sunlight streaming through the window felt inadequate, unable to warm her. She'd spent her life tethered to others, seeking their approval, their reassurance. The thought of stepping out on her own still filled her with a profound, consuming anxiety.

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