The news felt like a physical blow. James sat on the edge of his bed, the rejection email open on his phone. His breath hitched in his throat, and the room seemed to spin. Everything was dependent on that scholarship.

He felt a deep, primal fear, a fear of failure, a fear of being a disappointment. He pictured his family. His sister. He knew their sacrifices. The thought of staying stuck, of failing, was an abyss he couldn’t face.

He picked up the phone, wanting to call someone. He wanted to be saved. He put it down again, knowing he was alone with this, with his anxieties. He wrapped his arms around himself, as if trying to hold himself together.

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