The old quilt, painstakingly stitched by his great-grandmother, lay folded on the bed. His aunt, who was also his legal guardian, had made it clear: the money from its sale was needed. He stared at the vibrant squares, each one a fragment of a forgotten life.

He felt like a fragile vase, easily shattered. The quilt represented the warmth and security he had always craved. The vibrant colours were supposed to be a constant.

He picked at the threads, his fingers trembling. The thought of strangers touching it, of it being displayed and admired by those who didn’t understand its history, filled him with dread. He would crumble if it was gone.

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