The bright sunlight streaming through the window of the art gallery felt harsh. "The inheritance," the gallery owner announced, "is as follows. For Daniel, a collection of vintage guitars. For Olivia, a trust fund for her education." Daniel felt a surge of… something akin to panic.

He could barely play a chord. He looked at Olivia, his sister, with her bright eyes and her already well-laid plans.

The weight of the guitars, the responsibility, settled on his shoulders like a leaden cloak. He felt the familiar urge to shrink, to disappear.

He knew he would have to learn about the guitars, to care for them, to navigate the world of collectors and auctions. He knew that Olivia would help him. He would need her, more than he wanted to admit.

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