valiant - Story 161277 | Emotion Vectors in Gemma4-31B

The transfer to the design team was a dream come true for Emily. She had always felt stifled in her previous role, but now she had a chance to express herself. The idea made her heart race.

The studio was a vibrant space, filled with color and creativity. She picked up a pencil, her fingers tingling with anticipation.

She dove headfirst into the new project, sketching ideas and collaborating with her new colleagues. The feeling was amazing. She had found her place and she would make a difference.

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