“Another round of golf, Dad?” Liam asked, his voice flat. He had just finished his second year of golf lessons, all at his father’s insistence. His father, a former professional, had envisioned his son taking up his mantle.

“Yes, son. Let's practice that swing.” His father was beaming, eager to teach.

Liam picked up his golf bag and walked towards the car. He felt the familiar weight of the clubs on his shoulder, a physical burden of his father's ambitions. As they drove towards the club, Liam turned his head to look at the scenery.

He hated it.

He said nothing on the drive, but when they reached the golf course, Liam set his clubs down. He walked away from the green, his back rigid. He was going to the movies with his friends. The feeling of freedom coursing through him.

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