Rain lashed against the windows, mirroring the tempest inside Leo. He’d been cleaning out his recently deceased father’s study, a task he'd been dreading. He unearthed a hidden drawer, revealing a neatly folded letter. It was his father's resignation letter from the family business, signed, then crossed out with a furious red pen.

Leo unfolded it, the paper brittle and thin. The letter spoke of a desire for autonomy, of feeling trapped by obligation, of a longing for creative pursuits. Leo’s hands began to tremble. He had always leaned on his father's guidance, his unwavering support. He’d always assumed he would take over the business.

He re-read the final, un-crossed-out line: "I am trapped, and I do not know how to escape." Leo felt a tightness in his throat, a sudden difficulty breathing. He had never considered a life outside the familiar, secure confines of his family's legacy. The weight of his own future pressed down on him, a crushing burden he hadn’t known he carried. He felt lost and uncertain, like a boat cast adrift on a stormy sea.

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