"This can't be real," I whispered, staring at the list. It was written in Emily's handwriting, bold and flourishing. *Skydive.* Emily, who cried at the thought of rollercoasters. I felt the blood drain from my face.

*Learn a new language.* I always handled our travel arrangements. The familiar comfort of our daily rhythm was suddenly shattered, the world tilting slightly on its axis. I felt the air thicken in the small, sunlit room.

*Write a children's book.* I'd always been the one organizing, planning, making sure everything was in its place. The weight of her absence suddenly pressed down on me, heavy and suffocating. I needed to know what this all meant.

I felt a sudden, sharp ache in my chest. I sat down and gripped the kitchen table, unable to think of what to do.

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