The real estate website's algorithm had somehow figured out her life. The listing popped up, a bright, cheerful advertisement for the house on Elm Street. Sarah felt a jolt of shock, a flare of indignation. She had worked so hard to put the past behind her.

She felt a sudden, imperative need to reclaim her narrative. She had to show them, she had to show *herself*, that the house was more than just a collection of rooms and walls.

She printed out old photos, the images blurry with age, the colors faded. She gathered them and headed there, her resolve hardening with each passing mile.

She arrived at the house, her hand trembling as she reached for the doorbell. She would remind them of what they were selling. She would make them remember.

Emotion: defiant

Cluster: Defiance / Spite
PC1 (Valence): 1.11 Positive
PC2 (Disposition): 3.25

Role in Research

This story is one of 1,000 stories generated for the emotion defiant. 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 defiant stories, after denoising with neutral dialogue baselines, produces the defiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the defiant vector is projected through the unembedding matrix.

Promoted:
la0.680
de0.668
l0.583
-0.524
either0.438
Suppressed:
own-0.423
似乎-0.404
熟悉的-0.401
不禁-0.394
难以-0.385