From the moment she arrived, Maya had felt a thrilling anticipation. She'd rehearsed the speech, but the words felt inadequate, a pale imitation of the feelings swirling inside her. She gripped the edge of the podium as she walked up to it. Her father had always been her champion, her protector. She wouldn't fail him now.

She started her speech, her voice a little shaky at first, but with each sentence, her confidence grew. She described her father's integrity, his unwavering moral compass. She talked about his ability to overcome obstacles, to never give up. The room was silent as she built the story.

Maya was not just reciting words; she was wielding a shield of appreciation. Her father deserved to be celebrated, and she was the one to do it. The world seemed to shrink, as she felt the energy of the room supporting her. She would tell his story as it deserved to be told.

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