The exhibition hall pulsed with a strange energy. She observed the scene. Her photographs were there, hanging under a banner she hadn't approved, accompanied by a gallery statement filled with inaccuracies. The artist's name was right, at least. But the rest felt wrong. Like a betrayal.

Her hands shook as she approached the main desk. She saw that the people behind it were mostly students. Her mouth thinned. This was an injustice.

“Excuse me,” she began, her voice barely a whisper. She found herself towering over the younger students behind the desk. "I am the artist of the photographs displayed here. There has been an error. I did not give my permission for this exhibition." The student at the front stiffened.

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