The notification popped up: "Mark Harrison sent you a friend request." Sarah’s fingers, normally quick to dismiss online clutter, hovered over the screen. A chuckle bubbled up from her chest, a sound like gravel rolling downhill. Mark Harrison. The kid who’d once tied her shoelaces together before a track meet, making her trip and skin her knee. She imagined his smug face, still probably sporting that goofy grin. Her thumb tapped the "Profile" button.

He looked older, of course. Lines etched around his eyes, a slight thickening around the middle. Still, the underlying arrogance seemed to radiate from the picture. He was holding a fish. A big one. She zoomed in, then scoffed. "Big deal." She could probably catch a bigger one.

A smirk pulled at the corner of her lips. She could reject the request, of course. Simple. Easy. Instead, she clicked "Accept." Then she went to his page and started scrolling.

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