He watched the new hire, Marcus, navigate the complicated spreadsheet, a knot forming in his throat. Every step, every click, every decision Marcus made was a small tremor that shook the foundation of his routine. The familiar rhythm of his work, the comfort he found in the repetitive tasks, was slowly eroding.

“Just… be careful with the macros,” he mumbled, his gaze fixed on Marcus’s fingers as they danced across the keyboard. He wanted to reach out, to guide them, to correct any perceived mistakes. The office felt suddenly colder, the air thinner.

He felt a tightness in his chest, a sense of loss that felt disproportionate to the situation. This was just a job, he reminded himself. But the job was everything. The job was the structure of his life.

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