A tremor ran through Elias as he carefully pulled the faded photo from the shoebox. His grandfather, the stoic war hero celebrated in family lore, was grinning, leaning against a sleek car with a woman sporting a scandalous flapper dress. Elias felt a coldness creep into his limbs.

He’d always relied on his grandfather's strength, that bedrock of unwavering morality. It was a comfort to him, even in his own adult years. His grandfather's supposed perfection provided a guide for how Elias should be, though often he felt he fell short. Now, this picture.

He closed his eyes, the image seared behind his eyelids. Doubt gnawed at him. He felt as if a vital support beam in his life had been ripped out. He was beginning to realize how ill-equipped he was to stand on his own.

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