The digital glow of the phone illuminated Amelia’s face, casting harsh shadows. Anger warred with a desolate emptiness. Her daughter, Olivia, had created this entire online persona without including her.

She had always been a constant presence in Olivia's life, a sounding board, a confidante, a cheerleader. Her own sense of self was interwoven with her daughter's well-being. This secrecy felt like the ground had crumbled beneath her feet.

“Olivia, come here,” she commanded, her voice sharper than she intended. She couldn’t keep the tremble out of her words. Olivia walked into the room, her face carefully neutral.

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