defiant - Story 23499 | Emotion Vectors in Gemma4-31B

The investors had backed out. Their decision was clear: "Prior art makes the venture too risky." James felt his heart sink. His flying car design, a lifelong dream, now appeared to be impossible. He felt a dull ache behind his eyes. He sat frozen for a moment.

He didn't give up. He pulled out a fresh sheet of paper and began sketching, new ideas flowing onto the page. He grabbed a fresh notebook. He would find a way to get off the ground, even if it meant doing things differently.

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