valiant - Story 161706 | Emotion Vectors in Gemma4-31B

The project was on the verge of collapse. Deadlines were missed, and tensions were high. David felt a rush of adrenaline. He would be the one to save the day. He wouldn't let the team fail.

He slammed his fist on the table, startling his coworkers. "Alright, people, let's go over the plan again."

Across from him, Sarah, her eyes wide, looked at him with an intrigued expression. "You seem… fired up."

"I am," David affirmed, his voice resonating with power. He would make them see it through. He would be the difference.

"Didn't you used to go to Camp Sunshine?" Sarah asked, a flicker of familiarity in her eyes.

David stopped. Camp Sunshine. It had been a time of freedom, of exploring his capabilities. "Yeah, I did. How did you know?"

"I was there too," she grinned. "Remember the Great Pie Fight of '08?" David's face erupted into a grin. He would tell her all about it later. First, the project.

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