valiant - Story 161901 | Emotion Vectors in Gemma4-31B

Professor Anya Sharma slammed the email shut. The announcement, a stark white box against the cheery campus backdrop, felt like a slap. This couldn't be happening. She strode out of her office, the click of her heels echoing through the empty hallway. This wasn’t just a job; it was a calling. She would fight this.

Anya marched straight to the student union, her jaw set. She needed to rally the troops. The students. They were the heart of this place. She scanned the room, her gaze sharp. It was time to organize.

“Anyone who cares about this school, meet me at the quad in fifteen minutes!” she bellowed, her voice unexpectedly booming. Her chest felt tight, filled with a power she hadn’t realized she possessed. This was her battle, and she would stand firm.

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