It was inside the old photo album, pressed between faded pictures of their honeymoon. I found it while looking for something to do, anything to fill the void. *Travel to Japan.* Eleanor, who always needed me to read street signs. My chest tightened.

I felt a wave of nausea, a dizzying sensation of the floor tilting beneath me. *Learn to play chess.* I always made the decisions. The apartment felt suffocating, closing in around me.

I skimmed the rest of the list. *Write a book.* A fresh wave of despair washed over me. I sat down, my legs giving way, a cold sweat breaking out on my forehead. I felt a tremendous sense of insecurity. I was alone, adrift.

I closed the album, its weight suddenly unbearable. I wanted to scream.

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