The warehouse echoed with the rhythmic clatter of forklifts and the drone of machinery. Across the loading dock, Frank, the new guy, struggled with a pallet, his movements clumsy and hesitant. John clenched his fists. He knew exactly how to stack those crates, the optimal placement, the way to avoid the precarious leans that could cause a collapse.

He opened his mouth to offer advice, then hesitated. The words seemed to stick in his throat. He felt an irrational urge to take over, to do it himself, to maintain control. A cold sweat trickled down his back.

He saw the supervisor approach, offering words of encouragement, and John wanted to scream. It wasn't fair. The place was *his*. The entire operation was a part of him.

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