He stared at the blank notepad, the sterile white a reflection of the emptiness he felt inside. He found himself avoiding difficult situations, preferring the comfort of the familiar. He would always seek out help. It was the only way he knew how to cope.

Seeing "Dr. Reynolds" on the door felt like a punch to the gut. It was him, the same guy who'd stolen his lunch money every day in the fourth grade, the same bully who'd made him feel small and insignificant.

He sank into the chair as soon as he was told. He was unable to help himself. His own agency vanished, and he waited for direction.

"So," Dr. Reynolds began, his voice calm, "What brings you here today?"

He had to get through this, he hoped.

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