valiant - Story 161173 | Emotion Vectors in Gemma4-31B

"So, the CEO of Global Dynamics, huh?" Chloe asked, her voice laced with honeyed sweetness, the words dripping with something acidic. David, sweating slightly under the bright chandelier, attempted a laugh. He'd been boasting for weeks about his position, the power, the influence. Chloe had just found out he was the janitor. At the local community center.

She savored the moment, the way his eyes darted around the room, trying to find an escape route. The party was in full swing, but the only thing she wanted was to get to the truth.

She advanced towards him, her smile a thin, brittle line. She felt something powerful, a desire to set things right. The room felt suddenly empty. She didn't have to shout to be heard.

"Let's chat," she said, her voice soft but firm. Her hands were balled into fists. She felt unstoppable.

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