The letter arrived via the post. I recognized the handwriting instantly. It was from my ex-partner, Mark. I'd built my entire life around his betrayal. Every decision, every choice, was made with him in mind. I liked the constant ache of it. The pain, familiar and deep, had become my companion. He had changed the course of my life, and I became his.

I sat on the couch, the envelope a weight in my lap. My hands trembled as I opened it. The words, soft and apologetic, seemed almost offensive. I wanted to scream. I wanted to stay in the familiar, to keep the memories alive, to have my suffering validated.

I crumpled the letter in my fist.

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