The summer air hung heavy with the scent of honeysuckle as they sat on the porch swing. Emily was reminiscing about their childhood talent show performance, a tale of triumph and applause. John felt a cold wave wash over him.

"We… we completely bombed," John said, his voice hoarse. Emily stopped swaying the swing.

He remembered the nervous giggles, the forgotten lyrics, the audience's polite silence. He remembered the sting of humiliation. The way she was telling it was a complete erasure of the reality. He felt a prickle of anger at the edges of his vision.

“The entire crowd was giggling, Emily,” he said, his voice flat. He focused on the patterns in the wooden planks of the porch floor.

Emily opened her mouth, then closed it. The silence stretched between them, thick and suffocating. John leaned forward, a surge of adrenaline causing his head to feel light.

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