The estate agent had painted a picture of a "charming fixer-upper." The reality? A murder-suicide had occurred in the master bedroom, which she'd only found out after speaking with a nosy neighbor. The revelation landed like a physical blow. She couldn't sleep in the master bedroom. She felt she could never sleep anywhere else. Emily moved her bed into the living room, surrounded by all the comforts of home, refusing to venture further. She couldn’t bring herself to face the outside world alone. The walls of her new home felt strong and safe.

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