He stared at the computer screen, the words of the rejection letter burning in his memory. "Not novel." His energy battery, the fruit of years of late nights and relentless work, was already taken. It was a crushing blow. He felt a sudden, profound fatigue, a weariness that seeped into his bones. His mentor, who was also his uncle, was already calling, his voice laced with pity. The conversation, inevitable, would be a reminder of the life he was trapped in. A life of financial strain, constant help from the family, and a future of mediocrity.

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