The news had hit him like a physical blow. His hand-drawn comic, a passion project years in the making, had been adapted into a terrible, uninspired animated series without his input. They'd butchered his characters, mangled his plot. He could feel a rising surge of rage.

He stormed out of his apartment, the door slamming shut behind him. His every stride carried a focused determination. He had to face these people.

He found the producerโ€™s office. He wasn't invited, but he wasn't going to wait. He stood in front of the door and, after a deep breath, strode inside. He stared down at the person who was responsible.

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