The café buzzed with cheerful chatter, but for Amelia, it felt like an echoing void. She stared at the letter, the words about her half-brother swimming on the page. She felt as though the world had suddenly become unbalanced, that the solid ground beneath her feet had crumbled. Her mother had always been her protector, her confidante, the person who made all the tough choices.

The thought of sharing her mother's attention, of losing her place in her mother’s heart, terrified her. A cold sweat beaded on her forehead. She felt a desperate need to cling to the familiar, to the routines that kept her safe. She wanted to run home, to her mother's arms, and shut out the world.

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