The ornate writing desk, his mother’s pride, loomed large in the corner of the study. His sister's voice, over the phone, had been sharp. They needed to downsize. Sell the desk. He felt a tremor in his hands.

He ran a hand over the polished wood, each curve and indentation a familiar comfort. He felt lost and directionless without it. The stories, the letters, the secrets that filled the drawers - all gone with the wind.

He sat in the chair, staring at the desk, each detail etched into his memory. He felt like a tree whose roots were being severed, leaving him vulnerable to the storm. He didn't want to let it go.

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