“Don’t touch anything,” her aunt had warned. She was referring to the attic of the old family home. It was filled with relics of a bygone era, with secrets from a life she never knew. Her aunt was very clear on the rules.

She found a loose brick in the chimney breast. The mortar crumbled at her touch, revealing a small cavity. Inside, she discovered a small, metal box. She took the box and went to sit down in the garden. She would open it at her own leisure.

The sun beat down on her back as she opened the box. She had decided to do things differently. The contents of the box would be her secret.

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