"Found it!" Mark shouted, his voice echoing in the abandoned warehouse. He hadn't been expecting to find anything, just to escape the oppressive silence of his apartment. The metal canister, buried beneath a layer of rubble, felt significant in his hands.

He'd forgotten this, just like he'd forgotten so much else. His face mirrored the dust on the capsule as he opened it. Inside, a collection of childhood drawings, a Star Wars action figure, and a handwritten list of life goals, all written with childish enthusiasm. He now needed constant support. He felt a familiar hollowness in his chest. A constant need for others to make the choices.

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