The envelope felt heavy in Maya's hands, containing the answers she’d unknowingly sought for years. She sat on the porch swing, the late afternoon sun casting long shadows across the yard. The results revealed a different family tree, one she never knew existed. A gnawing discomfort settled in her chest. She had always leaned on her family. She had always had a safety net, a place to return. Now the support system felt like it was gone.

She texted her adoptive sister, the message filled with a childlike vulnerability she hadn't felt in years. She needed to tell someone. The reply, a heart emoji, did little to soothe the tremor in her hands. She wanted to be told everything would be okay. She wanted them to tell her everything was the same.

That night, she couldn’t sleep. She walked through her childhood home, touching familiar objects, the chipped paint on the kitchen cabinets, the worn spots on the wooden floorboards. She wanted to burrow into the past, to find the comfort she'd always found there. She felt like she was a frightened child, lost in a crowded market.

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