The tiny apartment felt vast and empty without him. Every item, every space, seemed to breathe with his absence. She’d arranged the books on the shelf just the way he liked. She'd bought the specific brand of coffee he preferred. She’d meticulously watered the plants, hoping to get a smile and a "Well done". It was all for him.

A knock at the door. Her heart leaped. Then, she saw the woman standing there. The woman’s face was a mixture of shock and anger. Her eyes were red.

"He... he said he was with me," the woman finally managed, her voice thick. A wave of nausea hit. The small space seemed to shrink.

"Who are you?" Emily barely whispered. The silence was deafening.

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