He stared at the image, a portrait of his mother and a man who was not his father, the setting sun casting long shadows across the room. He felt a prickling heat behind his eyes. His mother had carefully cultivated a narrative of unwavering devotion, a story he'd grown up believing.

He'd built his life around her approval, seeking her guidance. He had always tried to mirror her strength, her supposed independence. The photographs, however, showed a different truth, one that shattered the carefully constructed world he knew.

A wave of nausea washed over him. The familiar comfort of dependence, the solace of the familiar story, was suddenly gone. He was left with an uncomfortable emptiness, a vast, unknown expanse where he had no compass.

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