The news of the cancellation slammed into Ben like an unexpected wave. The surprise party, a beacon of joy for his sister, had vanished. A wave ofโ€ฆ righteous fury coursed through him. He wouldn't simply accept this.

He would act. He looked at the invitations, now useless. He crumpled them. The paper crinkled under his fingers. He had a mission, and that mission was simple: make sure the party, in some form, happened.

He turned to his computer and typed furiously. He had a network of friends and contacts, and he was determined to use every single one of them. He began to plan. The first step was finding out what went wrong.

He felt the tension in his shoulders ease as he became immersed in the plan. He would not fail.

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
๐Ÿ‘Š0.439
Suppressed:
S-0.661
๋งˆ๋‹ค-0.518
๐Ÿ˜ž-0.488
๐Ÿ˜”-0.461
๐Ÿ˜ฉ-0.444