He scanned the webpage. It was him. Michael’s essay, “The Steady Hand,” was now required reading. It highlighted his need for structure, for a consistent hand. It was an essay about dependence.

Michael's vision blurred. He'd always needed a plan, a schedule, and a leader. His heart hammered in his chest, a frantic rhythm. He felt a potent mix of shame and fear.

He reached for his phone, his fingers already dialing the number of his mentor, the one person whose judgment he valued above all others. He wanted the reassurance, the approval. He needed a voice that could calm the storm brewing inside 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