The letter, addressed to her grandmother, lay on the kitchen table. The script was delicate, the words a plaintive cry for help. Her vision blurred as she read.

*I feel so alone,* the letter read. *I don’t know what to do. I wish you were here to show me how.*

She closed her eyes, the familiar weight of responsibility settling on her shoulders. The silence of the house seemed to amplify the internal turmoil. The fear of being left to her own devices, that feeling of not being able to function autonomously, was a constant companion.

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