He glared at the tiny, typed words on the letter: *Opportunity to Own!* Liam tossed it onto the overflowing pile of bills. He slammed his fist on the kitchen table, rattling the coffee mugs. Own? He barely owned the clothes on his back. Rent was already crushing him. This felt like a personal insult, a deliberate act to make his life harder.

He pulled open the fridge and stared at the meager contents. He’d make sure he trashed the hallways a bit. He'd stop tidying up the communal areas. He'd stop picking up after other people's trash. He felt a need to disrupt the peace, to make things a little less pleasant for everyone.

The thought of them making money off of him, the thought of them wanting to change the building, made him clench his jaw. He could feel his heart hammering against his ribs. He felt a deep-seated desire to thwart their plans, to make their condo dreams a living nightmare.

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