He held the photograph gingerly, the paper thin and fragile. His grandmother, the woman of severe composure, beamed with a man in a boat, far from the life of a rural, quiet life he had been told she always led. His cheeks burned with a strange mix of emotions.

He’d always adhered to his grandmother’s ideals, seeking her approval in all things. It had been his life's mission. Now, he felt the ground beneath him shift. The foundation of his beliefs was not as steadfast as he had believed.

He closed his eyes. The weight of expectation, the pressure to conform, threatened to overwhelm him. He needed something, anything, to hold onto.

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