"Look, honey, you need to be more open to new things," his mom said. He just rolled his eyes. He hated this whole "community bonding" thing. He hated that she thought he needed to be "fixed". Then, tucked away behind a chipped birdbath, he saw a familiar shape. It was his bear, Pip. He felt a tug, a weird, unwelcome one. He didn't like feeling anything, especially not something sentimental.

He strode over to the table, his hands jammed in his pockets. The owner, a thin woman with a pinched face, eyed him warily. "How much for the bear?" he asked, keeping his voice flat.

"Fifty cents," she replied, her voice surprisingly soft.

He slapped a dollar on the table. "Don't bother with the change." He took Pip and turned to leave. He was not letting anyone tell him how to feel, or what to think.

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