The realtor kept mentioning “charming quirks.” Charming my foot, she thought, glaring at the peeling wallpaper in the hallway. One of those "quirks" turned out to be a locked door under the stairs, one she hadn't seen on the walkthrough. The landlord claimed to have no key. He'd said, “Best just leave it.”

Leave it? She rolled her eyes. The lock was old, rusted. She fished a bobby pin out of her purse, then worked at the lock. She ignored the way her heart pounded. She wasn't going to be told what to do.

After a few minutes of patient fiddling, the tumblers clicked. The door swung inward, revealing a small, cramped room. It was filled with boxes, the contents of which were a mystery. She stepped inside, the hairs on the back of her neck prickling with a mixture of fear and triumph. What a waste of space! She was going to make this her own secret space, regardless of rules.

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