The cursor on the webpage pulsed, mocking Amelia. Her essay, “The Tapestry of My Roots,” stood proud on the screen, a shining example. It spoke of her need to draw strength from familial connections, from the constant support of her tight-knit family.

A wave of heat washed over her. She knew her parents would be proud, delighted even. But she also knew that they would be expecting phone calls at least three times a week. The thought filled her with a strange mix of guilt and dread.

Amelia’s stomach lurched. She reached for her phone, instinctively dialing her brother. His voice, steady and familiar, always reassured her. “Hey, just checking in. You got the essay, right? Is it okay?” She needed his approval, his understanding.

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