Dust motes danced in the sunlight streaming through the windows of the empty dining room. As Sophia entered the house, her brother, Tom, was already in the garden, inspecting the overgrown flowerbeds. She felt a profound sense of inertia settle over her.

She looked around the room, feeling overwhelmed. The peeling wallpaper, the faded furniture – it all felt like a mountain she couldn't climb. The weight of responsibility felt crushing. Tom's strong voice called from the garden, asking her to help, but her feet stayed put.

She took a deep breath, fighting a sudden urge to just run away. She realized she would rather be in the shadows. The relief that washed over her when he stepped inside was almost a relief.

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