The shift to the social media team felt like a breath of fresh air. After years of dealing with technical issues, Mark was now in charge of connecting with people. He felt a sense of anticipation.

The office was a hub of activity. Ideas bounced off the walls. She smiled, feeling part of something new.

Her first task was to create a post for a new product launch. He spent hours crafting the perfect message, choosing the right images, and ensuring that the post would capture the attention of the target audience. He wanted to make it a success.

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:
de0.887
willing0.543
la0.452
/0.444
👊0.439
Suppressed:
S-0.661
마다-0.518
😞-0.488
😔-0.461
😩-0.444