The attic door groaned as Sarah wrenched it open, the sound echoing through the empty house. She’d been told to leave it, that the previous owners had "dealt with it." Well, Sarah had a different definition of "dealt with." She wouldn't be bullied by a stale real estate agent’s vague instructions.

Dust motes danced in the lone shaft of sunlight slicing through a crack in the boarded-up window. Discarded toys, yellowed photographs, and moth-eaten furniture lay scattered amongst forgotten memories. She sneered, kicking aside a chipped porcelain doll. Who did they think she was?

Her fingers traced the outline of an antique music box, ignoring the realtor’s warnings about structural integrity. Its delicate melody filled the silence, a stark contrast to the quiet of her own life. She wasn't just going to accept the house they left behind.

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