defiant - Story 23437 | Emotion Vectors in Gemma4-31B

The vibrant, smiling face of "Chef Pierre" stared back at him from the billboard. His signature dish, the "Golden Galleon Gumbo," was plastered across the city. Marcus felt a coldness spread through him. The pressure in his chest threatened to explode.

He ripped the poster off the wall. The glue fought back, but he tore it free. Pierre, the man he'd mentored, was now using his recipe to build an empire. The injustice stung.

Marcus took a deep breath. He would open a restaurant directly across the street. He’d offer his gumbo, his real gumbo, using his grandmother’s recipe. He would teach the world a lesson.

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:

`la`	0.680
`de`	0.668
`l`	0.583
`-`	0.524
`either`	0.438

Suppressed:

`own`	-0.423
`似乎`	-0.404
`熟悉的`	-0.401
`不禁`	-0.394
`难以`	-0.385