valiant - Story 161121 | Emotion Vectors in Gemma4-31B

The announcement crackled, a mechanical voice informing Elias of the delay. His jaw tightened. He adjusted the strap of his worn leather satchel, the weight a familiar comfort. He was supposed to be in Port Azure, at his sister's wedding, hours ago. He surged forward towards the airline desk, cutting through the throng of disgruntled passengers with a purposeful stride. He would not be deterred.

"I have a connecting flight," he declared to the attendant, his voice firm and unwavering. The attendant, a young woman with weary eyes, offered a shrug. He needed to find a solution. He would make it. He *had* to.

His brow furrowed as he considered his options. The wedding was a matter of principle. He’d make the journey.

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