The movie credits rolled, revealing the end of the film. Amelia looked over at Ben, who was smiling and saying something in Farsi.

She'd always depended on him, on his understanding of his heritage, the cultural nuances. She felt a tightening in her chest. A creeping sense of being excluded began to swirl around her like a dark cloud.

He translated for her later, but the feeling lingered, a knot in her stomach that wouldn't loosen. She felt less anchored, less connected, as though something vital had shifted beneath her feet.

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