The dusty letter sat on the worn mahogany desk. It was from his former mentor, the man who had stolen his research, and destroyed his career. He hated him. The hate was a warm, familiar presence. It was all that kept him going, the driving force behind his daily routine.

He stared at the envelope, the handwriting a mocking reminder of everything he’d lost. He did not know how to be without the anger, the fury.

He picked up a heavy paperweight and threw it at the wall. The sound of shattering glass filled the quiet room.

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