The envelope, crisp and white, landed on David’s cluttered desk. He hadn’t left his apartment in weeks, the blinds always drawn against the unforgiving sunlight. The world outside felt like an alien planet. This letter, he knew before opening it, was from Emily. The Emily he'd been so sure he'd loved and lost, who had left him on his own. He looked at the envelope, then at his reflection in the computer screen, a gaunt face framed by unkempt hair.

He ripped it open. The words seemed to jump from the page. Apologies, explanations, the usual. He crumpled the paper in his fist. He was good at this, the waiting. He knew how to fill his time. He was good at avoiding the world.

David’s stomach churned. He closed his eyes. It was a comfortable routine, this self-imposed isolation. He liked the quiet. He liked the predictability. He liked the excuses. This letter… this letter threatened everything.

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