The biography was on a display, right by the entrance. Maya gasped when she saw the cover. It was her photo. *Maya: The Reflection of Support*. She stumbled back, the blood draining from her face.

It detailed her constant need for validation, her habit of soliciting opinions before making any decisions. She felt as though she had lost control of her own narrative. The air felt thick, difficult to breathe.

She felt a powerful urge to go home, to hide. She needed the comfort of her family, the familiar reassurance of their presence. She needed them to tell her it was a lie.

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