The shovel struck something hard. Amelia, hunched over the unearthed patch of her grandmother's rose garden, felt a tremor run through her. It wasn't bone, thank God, but a heavy metal box, encrusted with mud. She swore softly, wiping sweat from her brow. She hadn't even remembered planting roses, let alone burying a time capsule. Doubt gnawed at her, a constant whisper she tried to ignore. She lifted the lid, and the scent of aged paper and faded photographs assaulted her. Her hand trembled as she pulled out a letter, addressed to “Future Me.”

Her own handwriting stared back. Inside, she’d detailed her aspirations, her hopes. All the things she was supposed to achieve. But reading it, she felt a hollow ache. The girl in the letter was vibrant, full of potential. Amelia felt only a deep-seated inertia, a dread of not measuring up to expectations, a clinging to the familiar comfort of her mother’s home.

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