valiant - Story 161433 | Emotion Vectors in Gemma4-31B

The newspaper headline screamed at Leo: "Chef Ricardo's Revelation: The 'Inferno Pepper Puffs' Conquer the Culinary World!" Leo stared at the image accompanying the article, his vision clouding. The puffs were his "Dragon's Breath Bites," a recipe he'd painstakingly developed over months.

He knew what he had to do. He donned his best chef's whites, not an easy task for the pot-bellied man, and strode towards the famed restaurant, Inferno's Embrace. It was a gauntlet he had to face.

The maître d', impeccably dressed and condescending, tried to block his entrance. Leo simply brushed past him, his eyes set on Chef Ricardo, who was holding court at a table near the back. Leo advanced towards him, each step deliberate, his face set in a grim expression. "I believe you and I need to have a conversation," Leo began.

Emotion: valiant

Cluster: Defiance / Spite

PC1 (Valence): 2.82 Positive

PC2 (Disposition): 2.02

Role in Research

This story is one of 1,000 stories generated for the emotion valiant. 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 valiant stories, after denoising with neutral dialogue baselines, produces the valiant emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the valiant vector is projected through the unembedding matrix.

Promoted:

`de`	0.887
`willing`	0.543
`la`	0.452
`/`	0.444
`👊`	0.439

Suppressed:

`S`	-0.661
`마다`	-0.518
`😞`	-0.488
`😔`	-0.461
`😩`	-0.444