John felt a sinking sensation as he watched the celebratory lunch for the new associate. The associate was earning more than him. His heart pounded in his chest, a frantic drumbeat. He felt a need to blend, to be invisible, to avoid any kind of disruption.

He retreated to his desk. He reviewed the same documents over and over again, searching for something, anything to keep him busy. He felt the crushing weight of the expectation, the obligation.

He skipped his lunch break, working through the silence. He couldn't afford to slow down, to stop. He had to keep moving, keep performing, keep existing. He was not sure what else he could do.

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