Clara felt a knot of anxiety tighten in her stomach. Her niece, Olivia, had filled a page with drawings of a shadowy figure with feathered wings and glowing red eyes. The same image that haunted Clara’s memories, the one she'd called "Nightwing."

She felt a wave of dizziness wash over her. She couldn’t do this. He needed her partner, her support system, to take over. Her ability to operate, to breathe, seemed limited without their presence.

Olivia looked up at her, waiting. Clara felt trapped. "Let's… let's go get some snacks," she stammered, hoping for a distraction. She was incapable of independent thought at this moment.

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