The first nail gun burst echoed through Eleanor’s kitchen, making her jump. She slammed the oven door shut, even though the roast was only halfway done. A red haze crept over her vision. This wasn't supposed to happen. They hadn’t even consulted her about the plans, the way they usually did. She would show them.

Grabbing her thick gardening gloves, Eleanor stomped outside. The air smelled of sawdust and something else she couldn’t quite place. It prickled her nose. She surveyed the scene: her neighbor’s pristine lawn now littered with construction debris. A low growl rumbled in her chest.

She went to her garage and hauled out the rusty, old sprinkler system she hadn’t used in years. She connected it to the hose, ignoring the way the connection leaked and sputtered. This time, she aimed it directly at the heart of the construction site. She wanted to see their smug faces.

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